diff --git a/data.csv b/data.csv
new file mode 100644
index 0000000000000000000000000000000000000000..49b0b224091b2363beaf8e00971417ea451c0683
--- /dev/null
+++ b/data.csv
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diff --git a/expectation-maximization.ipynb b/expectation-maximization.ipynb
new file mode 100644
index 0000000000000000000000000000000000000000..021dc4eeb235dbcdf524cda860d8f323fd789a3d
--- /dev/null
+++ b/expectation-maximization.ipynb
@@ -0,0 +1,5664 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "17bf9cc9",
+   "metadata": {},
+   "source": [
+    "# Expectation Maximization\n",
+    "\n",
+    "## Motivation\n",
+    "\n",
+    "Im supervised Learning haben wir gesehen, dass Lineare Regression (eventuell mit einem Kernel) uns helfen könnte, Daten zu klassifizieren. Beim unsupervised Learning haben wir zur Klassifikation k-Means und Kernel-k-Means eingesetzt, jeweils ergänzt durch Datenskalierung und Hauptachsentransformation. Dabei haben wir gute Ergebnisse gesehen, wenn die Cluster im Feature-Raum konvex und gut approximierbar mit einer Normalverteilung ohne Kovarianz (also gut approximierbar durch Vollkugeln) waren. Wenn die Cluster aber zwar normalverteilt aber mit unterschiedlicher Kovarianz waren, und nicht linear voneinander getrennt werden konnten, haben wir keine guten Ergebnisse mit k-Means gesehen."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7c410d5c",
+   "metadata": {},
+   "source": [
+    "```{admonition} Beispiel\n",
+    "Formuliert als Expectation-Maximization-Verfahren ist das k-Means-Verfahren:\n",
+    "  \n",
+    "1. Initialisierung (Clustermittelpunkte festlegen)  \n",
+    "2. Iterativ bis zur Konvergenz der Clustermittelpunkte:  \n",
+    "   a. (E-Schritt): Punkte dem jeweils nächsten Clustermittelpunkt zuteilen und so zu einer Klasseneinteilung kommen  \n",
+    "   b. (M-Schritt): Neue Clustermittelpunkte als Mittelwert aller Elemente einer Klasse festlegen  \n",
+    "   \n",
+    "Der E-Schritt (Expectation) heißt so, weil wir unsere Erwartung über den Wert der latenten Variable updaten.\n",
+    "\n",
+    "Der M-Schritt (Maximization) heißt so, weil wir eine Fitness-Funktion maximieren - konkret minimieren wir die Summe aller Entferungen der Punkte zu den ihnen zugeteilten Clustermittelpunkten.\n",
+    "```\n",
+    "\n",
+    "Es liegt nahe, ein Verfahren zu verwenden, welches die Form der Cluster berücksichtigt."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6bd6fd49",
+   "metadata": {},
+   "source": [
+    "### Gemischte Gausssche Modelle, supervised\n",
+    "\n",
+    "Wenn wir von Daten in $\\mathbb{R}^d$ Einteilungen in $k$ Klassen (Label) gegeben haben, können wir für jeden Teildatensatz aller Punkte einer Klasse die Sample-Kovarianz und den Sample-Erwartungswert ausrechnen und damit eine $n$-variate Normalverteilung aufstellen, die diesen Teildatensatz modelliert.\n",
+    "\n",
+    "Daraus resultiert ein Modell für die gesamten Daten, wenn wir mit $p_i$ die Anzahl der Punkte in Klasse $i$ geteilt durch die Anzahl an Punkten im Sample insgesamt bezeichnen und mit $f_i(x)$ die geschätzte Dichte der Normalverteilung von Klasse $i$, nämlich die Dichte\n",
+    "\n",
+    "$$\n",
+    "f(x) = \\sum_{i=1}^k p_i f_i(x).\n",
+    "$$\n",
+    "\n",
+    "Dieses Modell können wir natürlich auch wieder benutzen, um einzuschätzen, zu welcher Klasse ein Punkt gehört. Dazu berechnen wir für einen Punkt $x$ die Dichten\n",
+    "\n",
+    "$$\n",
+    "P_i(x) = p_i f_i(x)\n",
+    "$$\n",
+    "\n",
+    "und wählen das $i$ aus, für das dieser Ausdruck maximal wird."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "910b0ddc-28b9-4939-af06-b6923be33f6f",
+   "metadata": {},
+   "source": [
+    "Als Entstehungsprozess kann man sich das so vorstellen: ein (fiktives) gemischtes Gausssches Modell wurde verwendet um die Datenpunkte zu sampeln, indem zunächst nach der diskreten Verteilung der $p_i$ eine Klasse $j$ ausgewählt wurde und dann mit der Dichte $f_j(x)$ ein Sample daraus gezogen wurde, und das so oft, wie es Datenpunkte gibt.\n",
+    "\n",
+    "Nun kann es leicht passieren, wenn sich die Cluster überschneiden, dass manche Punkte $x$ durch das Modell anders klassifiziert werden, als dies ursprünglich der Fall war -- dagegen gibt es kein grundsätzliches Gegenmittel. Dennoch können wir so das am besten an die Daten angepasste gemischte Gausssche Modell bestimmen und damit Daten sampeln, die den vorliegenden sehr ähnlich sehen werden (vorausgesetzt die Normalverteilungsannahme war korrekt).\n",
+    "\n",
+    "Wir wollen noch eine weitere Beobachtung machen: das gemischte Gausssche Modell gibt uns mehr als nur eine neue Klasseneinteilung, sondern zu jedem Punkt zu jeder Klasse eine Wahrscheinlichkeit dafür, dass der Punkt zu dieser Klasse gehört. Das ist wesentlich mehr Information und kann deutlich nützlicher sein. Vor allem bei den nicht korrekt klassifizierten Punkten erhalten wir damit eine Möglichkeit, unsere Gewissheit bei der Klasseneinteilung zu quantifizieren."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "2fc62322-b991-4b28-8fec-061419c28b58",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 720x720 with 2 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import numpy as np\n",
+    "import matplotlib.pyplot as plt\n",
+    "from sklearn.datasets import load_iris\n",
+    "from sklearn.decomposition import PCA\n",
+    "from scipy.stats import multivariate_normal as mvn\n",
+    "\n",
+    "x, y = load_iris(return_X_y=True)\n",
+    "# work in principal components, to plot later in the first two:\n",
+    "xpc = PCA().fit_transform(x)\n",
+    "\n",
+    "k = 3\n",
+    "assert k == np.max(y) + 1\n",
+    "\n",
+    "mvns = list(range(k))\n",
+    "for i in range(k):\n",
+    "    # for simplicty, take only first 2 PCs here:\n",
+    "    mu = np.mean(xpc[y == i][:,:2], axis=0)\n",
+    "    sigma = np.cov(xpc[y == i][:,:2], rowvar=False)\n",
+    "    mvns[i] = mvn(mean=mu, cov=sigma, allow_singular=True)\n",
+    "\n",
+    "round_mvns = list(range(k))\n",
+    "for i in range(k):\n",
+    "    mu = np.mean(xpc[y == i][:,:2], axis=0)\n",
+    "    sigma = np.eye(2)\n",
+    "    round_mvns[i] = mvn(mean=mu, cov=sigma, allow_singular=True)\n",
+    "    \n",
+    "fig = plt.gcf()\n",
+    "fig.set_size_inches(10, 10)\n",
+    "ax1 = plt.subplot(221)\n",
+    "ax2 = plt.subplot(222, sharex=ax1, sharey=ax1)\n",
+    "plt.figtext(0.35, 0.95, \"First 2 principal components of Iris data\")\n",
+    "ax1.set_title(\"kMeans fit\")\n",
+    "ax2.set_title(\"Gaussian Mixture Model (GMM)\")\n",
+    "xs, ys = np.mgrid[-4:4.1:.2, -4:4.1:.1]\n",
+    "for i in range(k):\n",
+    "    zs = round_mvns[i].pdf(np.dstack((xs, ys)))\n",
+    "    ax1.contour(xs, ys, zs,\n",
+    "                cmap=plt.cm.Oranges, alpha=.7)\n",
+    "    ax1.scatter(xpc[y == i][:,0], xpc[y == i][:,1],\n",
+    "                c=np.ones_like(y[y == i])*i, vmin=0, vmax=k-1,\n",
+    "                label=str(i))\n",
+    "    zs = mvns[i].pdf(np.dstack((xs, ys)))\n",
+    "    ax2.contour(xs, ys, zs,\n",
+    "                cmap=plt.cm.Oranges, alpha=.7)\n",
+    "    ax2.scatter(xpc[y == i][:,0], xpc[y == i][:,1],\n",
+    "                c=np.ones_like(y[y == i])*i, vmin=0, vmax=k-1,\n",
+    "                label=str(i))\n",
+    "ax1.legend()\n",
+    "ax2.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4edbd04f-d789-4890-ae84-e1cf84ca0cb8",
+   "metadata": {},
+   "source": [
+    "### Gemischte Gausssche Modelle, unsupervised\n",
+    "\n",
+    "Das eben beschriebene Vorgehen ist nicht möglich, wenn wir keine Klasseneinteilung vorgegeben haben.\n",
+    "In diesem Fall ist die Klasse eine **latente Variable**, die wir nicht kennen, die aber in der Modellbeschreibung wesentlich ist.\n",
+    "Was wir gut modellieren können, sind bedingte Wahrscheinlichkeiten, wenn wir auf den Wert der latenten Variable bedingen - also die Verteilung einer einzelnen Klasse. Die Verteilung der latenten Variable ist schwieriger zu beschreiben, wenn wir nur ungelabelte Daten zur Verfügung haben.\n",
+    "\n",
+    "Es bietet sich ein zweistufiges Verfahren an: zunächst ließe sich mit k-Means eine Klasseneinteilung finden (die oftmals nicht besonders gut ist, wenn die Homoskedastizitätsvoraussetzung nicht erfüllt ist) und dann auf Grundlage dieser Klasseneinteilung ein gemischtes Gausssches Modell aufstellen, d.h. eine Schätzung der latenten Variable gewinnen.\n",
+    "\n",
+    "Nun lässt sich wiederum feststellen, dass die Klasseneinteilung, die uns das gemischte Modell berechnen lässt, im Allgemeinen von der Klasseneinteilung abweicht, die wir zuvor mit k-Means berechnet haben. Diesmal aber ist naheliegend, dass das gemischte Modell eine bessere Klasseneinteilung leistet, denn nun werden ja zusätzlich die Formen der Cluster berücksichtigt (approximiert durch Ellipsoide aufgrund der Normalverteilungsannahme).\n",
+    "\n",
+    "Mit dieser verbesserten Klasseneinteilung, also der verbesserten Schätzung der latenten Variable, kann man nun erneut ein gemischtes Gaussches Modell aufsetzen, d.h. die Kovarianzmatrizen und Mittelpunkte neu schätzen, ganz ähnlich zum Iterationsschritt im k-Means-Verfahren."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4e2c1ddd-47f5-4fda-8730-2fbf720cbdbf",
+   "metadata": {},
+   "source": [
+    "Wir wollen nun noch eine Beobachtung machen: Wenn im Aufstellen der Kovarianzmatrizen jeweils nur die Güte des Modells für eine einzelne Klasse betrachtet wird (also der beste Fit), dann berücksichtigen wir nicht die Auswirkung dieser Modelländerung auf die anderen Klassen - die wird es aber meist geben.\n",
+    "Es wäre also besser, im Iterationsschritt simultan alle Parameter zu optimieren auf die Zielgröße - das gemischte Modell mit dem besten Fit.\n",
+    "\n",
+    "Um für eine beliebige Verteilung einen guten Schätzer zu konstruieren, haben wir das Maximum-Likelihood-Verfahren genutzt, und das wollen wir auch im Fall einer Mischung von Normalverteilungen versuchen."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "62807228",
+   "metadata": {},
+   "source": [
+    "## Maximum Likelihood in Modellen mit latenten Variablen\n",
+    "\n",
+    "Die Wahrscheinlichkeitsdichte im gemischten Gausschen Modell, wo $\\theta_j$ die Parameter $\\mu_j,\\Sigma_j$ bezeichnet einer einzelnen Mischkomponente, und $p_j$ die Verteilung der Komponenten, ist\n",
+    "\n",
+    "$$\n",
+    "f(x) = \\sum_{j=1}^k p_j f_j(x, \\theta_j) = P(X=x|M=\\theta) = L(\\theta),\n",
+    "$$\n",
+    "\n",
+    "das ist die Likelihood (also die Wahrscheinlichkeit der Daten, berechnet in unserem Modell), wenn wir mit $M$ unser Modell bezeichnen und mit $X$ die Daten. Die Modellannahme ist jetzt also: $X$ ist mit $f$ verteilt. Dabei ist $\\theta$ die Menge an Parametern $p_j$ zusammen mit den Parametern $\\mu_j,\\Sigma_j$, die in $f_j$ versteckt sind. Wenn wir diese Größe als Likelihood auffassen, dann als Funktion in diesen Parametern.\n",
+    "\n",
+    "Tipp: wenn Sie sich gern in der Notation $\\theta$ als Liste über $\\theta_j$ vorstellen wollen, setzten Sie einfach $\\theta_0 := (p_1,\\dots,p_k)$.\n",
+    "\n",
+    "Wenn wir die Modellierung, dass die Einteilung der Datenpunkte in Klassen, durch Wahrscheinlichkeiten ausgedrückt werden, ernst nehmen, können wir auch gleich die Einteilung als Zufallsvariable $Y$ modellieren. Es ist also $Y_i = j$ wenn der $i$-te Datenpunkt von Klasse $j$ ist, aber wir kennen die Variable $Y$ nicht."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b74204e1-ef8f-4417-b364-77300cdf1ad4",
+   "metadata": {},
+   "source": [
+    "Unser Modell, formuliert mit der latenten Variable $Y$, ist\n",
+    "\n",
+    "$$\n",
+    "P(Y = j\\ |\\ \\theta)      =& p_j \\\\\n",
+    "P(X=x\\   |\\ Y=j, \\theta) =& f_j(x,\\ \\mu_j,\\Sigma_j) \\\\\n",
+    "P(X=x\\   |\\ \\theta)      =& \\sum_{j=1}^k P(X=x,\\ Y=j\\ |\\ \\theta) \\\\\n",
+    "                         =& \\sum_{j=1}^k P(Y = j, \\theta) P(X=x\\ |\\ Y=j, \\theta)\n",
+    "$$"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "af409d6d-1e49-4868-b81e-d2b6a24a71c2",
+   "metadata": {},
+   "source": [
+    "### Nullstellen der Ableitung bestimmen?\n",
+    "\n",
+    "Direkt die Nullstellen der Ableitung von $L(\\theta)$ zu bestimmen ist nicht leicht, aber auch der beliebte Trick, $\\ell(\\theta) = \\log L(\\theta)$ zu maximieren, bringt hier nicht viel, denn\n",
+    "\n",
+    "$$\n",
+    "\\ell(\\theta) =& \\log P(X=x\\ |\\ \\theta) \\\\\n",
+    "             =& \\log \\left( \\sum_{j=1}^k P(X=x, Y=j\\ |\\ \\theta)  \\right) \\\\\n",
+    "             =& \\log \\left( \\sum_{j=1}^k p_j f_j(x\\ |\\ \\theta_i) \\right)\n",
+    "$$\n",
+    "\n",
+    "und aus der Summen-Nummer kommen wir mit dem Logarithmus nicht so leicht raus.\n",
+    "\n",
+    "### Jensen to the rescue!\n",
+    "\n",
+    "Wir können unsere Ziele etwas abschwächen und mit der Jensenschen Ungleichung arbeiten (denn der Logarithmus ist konkav und $\\sum_{j=1}^k p_j = 1$):\n",
+    "\n",
+    "$$\n",
+    "\\ell(\\theta) \\geq \\sum_{j=1}^k p_j \\log f_j(x\\ |\\ \\theta_i)\n",
+    "$$\n",
+    "\n",
+    "Das charmante an dem Ausdruck auf der rechten Seite ist, dass ein $\\theta$, welches die rechte Seite maximiert, keine kleinere linke Seite haben kann. In Formeln: wenn wir ein $\\theta^{(i)}$ gegeben haben, dann ein $\\theta^{(i+1)}$ bestimmen, für dass die rechte Seite größer wird, dann ist auch $\\ell(\\theta^{(i+1)}) \\geq \\ell(\\theta^{(i)})$.\n",
+    "\n",
+    "Wir wollen feststellen, dass sich im Ausdruck für den Beitrag einer Klasse $p_j f_j$ auch eine fette $1 = \\frac{q(j)}{q(j)}$ hinein multiplizieren lässt, hier\n",
+    "\n",
+    "$$\n",
+    "\\ell(\\theta) =& \\log \\left( \\sum_{j=1}^k P(X=x, Y=j\\ |\\ \\theta) \\right) \\\\\n",
+    "             =& \\log \\left( \\sum_{j=1}^k q(j) \\frac{P(X=x, Y=j\\ |\\ \\theta)}{q(j)} \\right)\n",
+    "$$\n",
+    "\n",
+    "Die Nützlichkeit sieht man nach Anwenden der Jensenschen Ungleichung, diesmal auf die Konvexkombination $\\sum_{j=1}^k q(j) = 1$, wobei wir ab jetzt also annehmen, dass $q$ eine Wahrscheinlichkeitsdichte ist: \n",
+    "\n",
+    "$$\n",
+    "\\ell(\\theta) \\geq & \\sum_{j=1}^k q(j) \\log \\left( \\frac{P(X=x, Y=j\\ |\\ \\theta)}{q(j)} \\right) =: L(\\theta,q) \\\\\n",
+    "                = & \\sum_{j=1}^k q(j) \\left( \\log \\left( P(X=x, Y=j\\ |\\ \\theta \\right) - \\log q(j) \\right) \\\\\n",
+    "                = & \\sum_{j=1}^k q(j) \\log P\\left(X=x, Y=j\\ |\\ \\theta\\right) \\qquad - \\sum_{j=1}^k q(j) \\log q(j) \\\\\n",
+    "                = & \\sum_{j=1}^k q(j) \\log P\\left(X=x, Y=j\\ |\\ \\theta\\right) \\qquad + H(q)\n",
+    "$$\n",
+    "\n",
+    "Wir haben also eine untere Schranke an $\\ell(\\theta)$ gefunden, die wir schreiben können als Summe eines Ausdrucks, der leichter zu berechnen ist, und der Entropie der Verteilung mit Dichte $q$. Da die Entropie nicht von $\\theta$ abhängt, lässt sich $L(\\theta,q)$ durch maximieren des anderen Summanden maximieren.\n",
+    "\n",
+    "Diese Beobachtung wollen wir wieder aufgreifen (daher haben wir dem Kind auch einen Namen $L(\\theta,q)$ gegeben), aber jetzt erstmal einen allgemeinen Lösungsansatz diskutieren."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d7362fe4-3f80-4786-9c4f-34e64000f04f",
+   "metadata": {},
+   "source": [
+    "## Auxiliary Functions\n",
+    "\n",
+    "Wenn wir eine Funktion $\\ell(\\theta)$ nicht maximieren können,\n",
+    "können wir versuchen, behelfsmäßig so zu tun als sei $\\theta$ in einigen Teilausdrücken von $\\ell(\\theta)$ konstant, dann maximieren, und dann die anderen Teilausdrücke konstant halten bzw. darüber maximieren. Um das zu formalisieren, führen wir eine Hilfsfunktion $Q(\\theta,\\vartheta)$ ein, die leichter in $\\theta$ zu maximieren ist als $\\ell$, aber dennoch $Q(\\theta, \\theta) = \\ell(\\theta)$ erfüllt und außerdem $Q(\\theta,\\vartheta) \\leq \\ell(\\theta)$ für alle $\\vartheta$ erfüllt.\n",
+    "\n",
+    "Mit diesen Voraussetzungen kann man bereits zeigen, dass ein iterativer Prozess zu immer besseren Approximationen $\\theta^{(i)}$ an das $\\theta$, welches $\\ell(\\theta)$ maximiert, führt. Dabei bezeichnen wir mit $\\theta^{(i+1)}$ das $\\theta$ sodass $Q(\\theta, \\theta^{(i)})$ maximal wird (nach Annahme finden wir das leicht).\n",
+    "\n",
+    "$$\n",
+    "\\ell(\\theta^{(i)}) =& Q(\\theta^{(i)}, \\theta^{(i)}) \\\\\n",
+    "               \\leq & Q(\\theta^{(i+1)}, \\theta^{(i)}) \\text{ (M-Schritt)} \\\\\n",
+    "               \\leq & Q(\\theta^{(i+1)}, \\theta^{(i+1)}) \\text{ (E-Schritt)} \\\\\n",
+    "                    &  = \\ell(\\theta^{(i+1)}) \n",
+    "$$\n",
+    "\n",
+    "Insgesamt haben wir also $\\ell(\\theta^{(i)}) \\leq \\ell(\\theta^{(i+1)})$, d.h. zumindest verschlechtern wir uns dabei nicht mit unserer Schätzung!\n",
+    "\n",
+    "Es bleibt für uns, wenn wir diesen Ansatz wählen wollen, noch die Wahl einer geschickten Hilfsfunktion $Q(\\theta,\\vartheta)$.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ebc6d2ec-0e46-422e-987a-a74855a92d8d",
+   "metadata": {},
+   "source": [
+    "## Vollständige-Daten log-Likelihood\n",
+    "\n",
+    "Die letzte Zutat zur Entwicklung des E-M-Algorithmus für das gemischte Gausssche Modell ist die vollständige-Daten-log-Likelihood. Das ist die log-Likelihood in der fiktiven Welt, in der wir tatsächlich die vollständigen Daten, d.h. nicht nur die Werte von $X$ sondern auch die der latenten Variable $Y$, also die tatsächlichen Klassen der Datenpunkte kennen.\n",
+    "\n",
+    "Die vollständigen Daten sind also $(x_i,y_i)$, was mir mit $(X,Y)$ modellieren.\n",
+    "\n",
+    "Es ist nun nützlich, die Variable $Y_i$ auch one-hot-encoded anzusehen: $Y_{ij} = 1$ wenn $Y_i = j$ und $Y_{ij} = 0$, wenn $Y_i \\neq j$. Manche schreiben dafür auch $[Y_i=j]$ (Iversen-Bracket).\n",
+    "\n",
+    "Die log-Likelihood der Daten unter dem gemischten Gaussschen Modell ist\n",
+    "\n",
+    "$$\n",
+    "\\ell_c(\\theta) = \\log P((X,Y)|\\theta) =& \\sum_{i=1}^n \\log P(X=x_i, Y=y_i\\ |\\ \\theta) \\\\\n",
+    "                                       & \\sum_{i=1}^n \\log \\prod_{j=1}^k {P(X=x_i, Y=y_i\\ |\\ \\theta)}^{Y_{ij}} \\\\\n",
+    "                                       & \\sum_{i=1}^n \\sum_{j=1}^k Y_{ij} \\log P(X=x_i, Y=y_i\\ |\\ \\theta)\n",
+    "$$\n",
+    "\n",
+    "dabei haben wir in der ersten Umformung eine fette $1$ hinzugefügt, da $Y_{ij}$ nur für einen Faktor in dem Produkt $\\prod_{j=1}^k (...)^{Y_{ij}}$ überhaupt $1$ ist, ansonsten $0$, und damit der entsprechende Faktor $1$.\n",
+    "Die zweite Umformung ist nur $\\log \\prod (...)^t = \\sum t \\log (...)$.\n",
+    "\n",
+    "Man beachte auch, dass das $\\theta$ jetzt wirklich nur noch $\\theta_1,\\dots,\\theta_k$ ist, denn die $p_i$ sind in der Verteilung von $Y$ kodiert.\n",
+    "\n",
+    "Wir können noch weiter vereinfachen:\n",
+    "\n",
+    "$$\n",
+    "\\log P(X=x_i, Y=y_i) = \\log \\left( p_{y_i} f_{y_i}(x_i) \\right) = \\log p_{y_i} + \\log f_{y_i}(x_i)\n",
+    "$$\n",
+    "\n",
+    "### Erwartungswert über die latente Variable\n",
+    "\n",
+    "Wenn wir eine Verteilung $q(y)$ für die latente Variable $Y$ annehmen, dann können wir den Erwartungswert über diese bilden:\n",
+    "\n",
+    "$$\n",
+    "\\mathbb{E}_{Y \\sim q} \\ell_c(\\theta) =& \\mathbb{E}_{Y \\sim q} \\left( \\sum_{i=1}^n \\sum_{j=1}^k Y_{ij} \\left( \\log p_{y_i} + \\log f_{y_i}(x_i\\ |\\ \\theta_i) \\right) \\right) \\\\\n",
+    " =& \\sum_{i=1}^n \\sum_{j=1}^k \\mathbb{E}_{Y \\sim q} Y_{ij} \\left( \\log p_{j} + \\log f_{j}(x_i\\ |\\ \\theta_i) \\right) \\\\\n",
+    " =& \\sum_{i=1}^n \\sum_{j=1}^k \\tau_{ij} \\left( \\log p_{j} + \\log f_{j}(x_i\\ |\\ \\theta_i) \\right)\n",
+    "$$\n",
+    "\n",
+    "Hierbei nennen wir die mit $\\tau_{ij}$ bezeichneten Terme **responsibilites** oder **Verantwortlichkeiten**, denn sie sind in unserem Modell verantwortlich für die Einteilung der Punkte $x_i$ in Klassen:\n",
+    "\n",
+    "$$\n",
+    "\\tau_{ij} := \\mathbb{E}_{Y \\sim q} Y_{ij} = P(Y_i = j\\ |\\ X=x_i,\\theta) = \\frac{P(Y_i = j, X=x_i)\\ |\\ \\theta)}{P(X=x_i\\ |\\ \\theta}\n",
+    "$$\n",
+    "\n",
+    "Wenn wir die $\\tau_{ij}$ festhalten, haben wir mit $\\mathbb{E}_{Y \\sim q} \\ell_c(\\theta)$ eine Größe, die wir maximieren können (auch wenn die $\\tau_{ij}$ natürlich eigentlich von $\\theta$ abhängen). Wir wollen die $\\tau_{ij}$ als Funktion von $\\theta$ betrachten, aber nennen dieses nun $\\vartheta$.\n",
+    "\n",
+    "Wir definieren also\n",
+    "\n",
+    "$$\n",
+    "Q(\\theta,\\vartheta) := \\sum_{i=1}^n \\sum_{j=1}^k \\tau_{ij}(\\vartheta) \\left( \\log p_{j} + \\log f_{j}(x_i\\ |\\ \\theta_j) \\right)\n",
+    "$$\n",
+    "\n",
+    "Das ist für $\\theta=\\vartheta$ die erwartete vollständige-Daten log-Likelihood unter unserer Annahme $q$ an die Verteilung der latenten Variable $Y$.\n",
+    "Wir bemerken noch, dass der andere Term $\\log P(X=x_i, Y=j) = \\left( \\log p_{j} + \\log f_{j}(x_i\\ |\\ \\theta_i) \\right)$ von $\\theta$ abhängt, nicht von $\\vartheta$.\n",
+    "\n",
+    "### Der Unterschied zwischen $L(\\theta, q)$ und $Q(\\theta, \\theta)$\n",
+    "\n",
+    "Wir erinnern uns nochmal an die Beobachtung zuvor, die wir mit Hilfe der Jensenschen Ungleichung gefunden haben:\n",
+    "\n",
+    "$$\n",
+    "\\ell(\\theta) \\geq L(\\theta, q) = \\sum_{j=1}^k q(j) \\log P\\left(X=x, Y=j\\ |\\ \\theta\\right) \\qquad + H(q)\n",
+    "$$\n",
+    "\n",
+    "und stellen fest, dass der Summand, der nicht $H(q)$ ist, genau die erwartete vollständige-Daten log-Likelihood ist, also\n",
+    "\n",
+    "$$\n",
+    "\\ell(\\theta) \\geq L(\\theta, q) = \\mathbb{E}_{Y \\sim q} \\ell_c(\\theta) + H(q) = Q(\\theta,\\theta) + H(q)\n",
+    "$$\n",
+    "\n",
+    "Da $H(q)$ nicht von $\\theta$ abhängt, können wir also $Q(\\theta,\\vartheta)$ in $\\theta$ maximieren und haben damit $L(\\theta, q)$ in $\\theta$ maximiert.\n",
+    "\n",
+    "### Der Unterschied zwischen $\\ell(\\theta)$ und $L(\\theta, q)$\n",
+    "\n",
+    "Wir stellen die Formel für $L(\\theta, q)$ noch einmal anders um. Dabei wollen wir die gemeinsame Verteilung $P(X=x, Y=j)$ durch bedingte Verteilungen ausdrücken, $P(Y=j, X=x) = P(Y=j|X=x)P(X=x)$ und erhalten damit:\n",
+    "\n",
+    "$$\n",
+    "\\ell(\\theta) \\geq& L(\\theta, q) = \\sum_{j=1}^k q(j) \\log \\left( \\frac{P(X=x, Y=j\\ |\\ \\theta)}{q(j)} \\right) \\\\\n",
+    "                 & = \\sum_{j=1}^k q(j) \\log \\left( \\frac{ P(Y=j\\ |\\ X=x, \\theta) P(X=x\\ |\\ \\theta) }{q(j)} \\right) \\\\\n",
+    "                 & = \\sum_{j=1}^k q(j) \\log \\left( \\frac{P(Y=j\\ |\\ X=x, \\theta)}{q(j)} \\right) \\qquad + \\sum_{j=1}^k q(j) \\log\\left( P(X=x\\ |\\ \\theta) \\right) \\\\\n",
+    "                 & = -H(q\\ |\\ Y_{|X=x}, \\theta) + \\ell(\\theta)\n",
+    "$$\n",
+    "\n",
+    "Die Differenz zwischen $\\ell(\\theta)$ und $L(\\theta,q)$ ist also genau die relative Entropie der geschätzten Verteilung $q$ zur tatsächlichen Verteilung $Y_{|X=x}$:\n",
+    "\n",
+    "$$\n",
+    "\\ell(\\theta) - L(\\theta, q) = H(q\\ |\\ Y_{|X=x}, \\theta)\n",
+    "$$\n",
+    "\n",
+    "Damit ist auch $\\ell(\\theta) - Q(\\theta,\\theta) = H(q\\ |\\ Y_{|X=x}, \\theta) + H(q)$, wir verstehen also ganz genau, inwiefern sich $\\ell(\\theta)$ mit $Q(\\theta,\\theta)$ maximieren lässt."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e1518734-5a5e-4223-b9e7-b8cdfda07385",
+   "metadata": {},
+   "source": [
+    "## E-M-Algorithmus zum fitten eines gemischten Gaussschen Modells\n",
+    "\n",
+    "Der Algorithmus wird mit einer Wahl von $\\theta^{(0)}$ initialisiert (und das Ergebnis hängt im Allgemeinen sehr von dieser Initialisierung ab, wie wir bereits bei k-Means gesehen haben). Eine mögliche Wahl ist, bei den $\\mu_j$ (den Clusterzentren) das k-Means-Verfahren (mit k-Means++-Initialisierung) auf die Daten anzuwenden und dann die konvergierten Zentroide als $\\mu_j$ zu nehmen. Für die Kovarianzmatrizen kann man mit Einheitsmatrizen starten (das entspricht einer translierten Standardnormalverteilung). Das Mischverhältnis, also die $p_i$ kann man auf $p_i = \\frac{1}{k}$ initialisieren.\n",
+    "\n",
+    "Dann führt man iterativ abwechselnd den E-Schritt und den M-Schritt durch:\n",
+    "\n",
+    "* **E-Schritt**: Update den Parameter $\\vartheta$: setze $\\vartheta = \\theta$ und berechne die Responsibilities $\\tau_{ij} := \\tau_{ij}(\\theta)$ um wieder eine korrekte Formel für $Q(\\theta,\\theta)$ bzw. eine neue Schätzung für $q$ und damit $L(\\theta, q)$ aufzustellen. In diesem Schritt schätzen wir die latente Variable mit dem Ziel, die relative Entropie zur tatsächlichen Verteilung der latenten Variable zu minimieren (also möglichst gut zu approximieren). Je besser die Schätzung, desto näher liegt $L(\\theta, q)$ an $\\ell(\\theta)$.\n",
+    "* **M-Schritt**: Update den Parameter $\\theta$: maximiere die erwartete vollständige log-Likelihood $Q(\\theta,\\vartheta)$ in $\\theta$ (während $\\vartheta$ fest gehalten wird, also die Verantwortlichkeiten $\\tau_{ij}$ konstant sind). Damit wird $L(\\theta, q)$ maximiert, eine untere Schranke an $\\ell(\\theta)$.\n",
+    "\n",
+    "Das Verfahren konvergiert, da die Approximationen an ein Maximum von $\\ell(\\theta)$ nie schlechter werden (man könnte sagen, wegen der Jensenschen Ungleichung).\n",
+    "\n",
+    "Bisher haben wir nicht benötigt, welche Form die Dichtefunktionen $f_j$ haben - tatsächlich funktioniert alles, was wir diskutiert haben, bis jetzt auch für beliebige Verteilungen! Wenn man sorgfältig arbeitet, darf auch die latente Variable eine stetige Variable sein, wenn man geeignet Summen von $j=1$ bis $k$ durch entsprechende Integrale ersetzt. So gesehen ist der E-M-Algorithmus eigentlich nicht ein Algorithmus sondern eine Schablone, um viele konkrete E-M-Algorithmen zu entwickeln.\n",
+    "\n",
+    "Noch allgemeiner, wenn es nicht zwangsläufig um die Maximierung einer Likelihood unter latenten Variablen geht, spricht man von M-M-Algorithmen. Das steht für Majorisieren-Maximieren und man spricht auch von Optimierungstransfer. Mit diesen Stichworten können Sie Literatur auftreiben, wenn Sie eine Verallgemeinerung des E-M-Algorithmus benötigen.\n",
+    "\n",
+    "Wir wollen uns jetzt aber doch erstmal auf den Fall einer diskreten endlichen latenten Variable $Y$ beschränken und uns in Richtung einer Implementierung in Python bewegen."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "dacc2085-13b9-437d-bed3-a10084dec3b9",
+   "metadata": {},
+   "source": [
+    "### Konkrete Formeln für das gemischte Gaussche Modell\n",
+    "\n",
+    "Um den Algorithmus konkret implementieren zu können, müssen wir natürlich auch konkrete Dichtefunktionen verwenden, und das wollen wir nun tun, also uns daran erinnern, dass die multivariate Normalverteilung diese Dichte hat:\n",
+    "\n",
+    "$$\n",
+    "f_j(x) = f_j(x, \\mu_j, \\Sigma_j) = \\dfrac{1}{\\sqrt{(2\\pi)^n \\det\\Sigma_j}} e^{-\\frac{(x-\\mu_j)^T \\Sigma_j^{-1} (x - \\mu_j)}{2}}.\n",
+    "$$\n",
+    "\n",
+    "Weil wir uns das Leben leicht machen wollen, betrachten wir erstmal den univariaten Fall, also ist\n",
+    "\n",
+    "$$\n",
+    "f_j(x) = f_j(x, \\mu_j, \\sigma_j) = \\dfrac{1}{\\sqrt{2\\pi \\sigma_j}} e^{-\\frac{(x-\\mu_j)^2}{2\\sigma_j^2}}.\n",
+    "$$\n",
+    "\n",
+    "Im Iterationsverfahren haben wir nun $\\theta^{(i)}$ gegeben, d.h. $\\mu_j^{(i)}$ und $\\Sigma_j^{(i)}$ sowie Mischungsparameter $p_j^{(i)}$. Achtung: das ist ein anderes $i$ als der Stichprobenindex $i$ wie im Ausdruck $x_i$ und dieser Unterschied ergibt sich nur aus dem Kontext.\n",
+    "\n",
+    "Im E-Schritt berechnen wir die Verantwortlichkeiten\n",
+    "\n",
+    "$$\n",
+    "\\tau_{ij}(\\theta^{(i)}) =& \\frac{P(Y_i = j, X=x_i\\ |\\ \\theta)}{P(X=x_i\\ |\\ \\theta)} \\\\\n",
+    "                        =& \\frac{P(Y_i = j, X=x_i\\ |\\ \\theta)}{\\sum_{m=1}^k P(Y_i = m, X=x_i\\ |\\ \\theta)}  \\\\\n",
+    "                        =& \\frac{p_j^{(i)} f_j\\left(x_i,\\mu_j^{(i)},\\sigma_j^{(i)}\\right)}{\\sum_{m=1}^k p_m^{(i)} f_m\\left(x_i,\\mu_m^{(i)},\\sigma_m^{(i)}\\right)}\n",
+    "$$\n",
+    "\n",
+    "Im M-Schritt maximieren wir $Q(\\theta,\\vartheta)$ in $\\theta$, indem wir Nullstellen der Ableitung nach $\\theta$ bestimmen, also lösen wir das Gleichungssystem\n",
+    "\n",
+    "$$\n",
+    "0 =& \\frac{d}{d\\theta} Q(\\theta, \\vartheta) \\\\\n",
+    "  =& \\frac{d}{d\\theta} \\sum_{i=1}^n \\sum_{j=1}^k \\tau_{ij}(\\vartheta) \\left( \\log p_{j} + \\log f_{j}(x_i\\ |\\ \\theta_j) \\right) \\\\\n",
+    "  =& \\sum_{i=1}^n \\sum_{j=1}^k \\tau_{ij}(\\vartheta)\\frac{d}{d\\theta} \\left( \\log p_{j} + \\log f_{j}(x_i\\ |\\ \\theta_j) \\right)\n",
+    "$$\n",
+    "\n",
+    "Als ersten Schritt betrachten wir die Ableitungen nach den $\\mu_j$:\n",
+    "\n",
+    "$$\n",
+    "\\frac{d}{d\\mu_j} \\log f_j(x_i) =& - \\frac{\\frac{d}{d\\mu_j}(x-\\mu_j)^2}{2\\sigma_j} = \\frac{2(x-\\mu_j)}{2\\sigma_j} \\\\\n",
+    "\\frac{d}{d\\mu_j} Q(\\theta, \\theta^{(i)}) =& \\sum_{i=1}^n \\sum_{j=1}^k \\tau_{ij}(\\vartheta) \\frac{d}{d\\mu_j} \\log f_{j}(x_i\\ |\\ \\theta_j) \\\\\n",
+    " =& \\sum_{i=1}^n \\sum_{j=1}^k \\tau_{ij}(\\vartheta) \\frac{2(x-\\mu_j)}{2\\sigma_j}\n",
+    "$$\n",
+    "\n",
+    "Wir können mit $2\\sigma_j$ durchmultiplizieren und nach $\\mu_j$ umstellen, dann erhalten wir die geschlossene Formel\n",
+    "\n",
+    "$$\n",
+    "\\mu_j^{(i+1)} = \\frac{\\sum_{i=1}^n \\tau_{ij} x_i }{ \\sum_{i=1}^n \\tau_{ij}}.\n",
+    "$$\n",
+    "\n",
+    "Als nächsten Schritt betrachten wir die Ableitungen nach den $\\sigma_j$:\n",
+    "\n",
+    "$$\n",
+    "\\frac{d}{d\\sigma_j} \\log f_j(x_i) =& -\\frac{1}{\\sigma_j} + \\frac{(x_i-\\mu_j)^2}{\\sigma_j^3} \\\\\n",
+    "\\frac{d}{d\\sigma_j} Q(\\theta, \\theta^{(i)}) =& \\sum_{i=1}^N \\tau_{ij} \\left( \\frac{(x_i-\\mu_j)^2}{\\sigma_j^3} -\\frac{1}{\\sigma_j} \\right)\n",
+    "$$\n",
+    "\n",
+    "Stellt man die Gleichung $0 = \\frac{d}{d\\sigma_j} Q(\\theta, \\theta^{(i)})$ nach $\\sigma_j$ um (durchmultiplizieren mit $\\sigma_j^3$), so ergibt sich\n",
+    "\n",
+    "$${\\left(\\sigma_j^{(i+1)}\\right)}^2 = \\frac{\\sum_{i=1}^N \\tau_{ij}(x_i-\\mu_j)^2}{\\sum_{i=1}^N \\tau_{ij}}$$\n",
+    "\n",
+    "Schließlich können wir analog über die Nullstellen der Ableitung nach $p_j$ die Formel aufstellen, die $p_j$ als über die $x_i$ gemittelte Verantwortlichkeit von $x_i$ für Klasse $j$ darstellt:\n",
+    "\n",
+    "$$\n",
+    "p_j^{(i+1)} = \\frac{\\sum_{i=1}^n \\tau_{ij}}{n}\n",
+    "$$\n",
+    "\n",
+    "Damit sind nun neue Parameter $\\theta^{(i+1)}$ gefunden."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e715cdac-c429-453a-a083-3d9173dab0de",
+   "metadata": {},
+   "source": [
+    "#### Spezialfall k-Means\n",
+    "\n",
+    "Wenn wir $p_j = \\frac{1}{k}$ und $\\Sigma_j = E_d$ festhalten, erhalten wir die Formeln\n",
+    "\n",
+    "$$\n",
+    "\\tau_{ij}(\\theta^{(i)}) = \\frac{f_j\\left(x_i,\\mu_j^{(i)},E_d\\right)}{\\sum_{m=1}^k f_m\\left(x_i,\\mu_m^{(i)},E_d\\right)}\n",
+    "$$\n",
+    "\n",
+    "Ein echter Unterschied zum klassischen k-Means-Verfahren ist, dass wir heute hier mit **soft assignments** (weichen Zuweisungen) gearbeitet haben, d.h. wir haben für jede Mögliche Klasseneinteilung eines Punktes $x_i$ eine Wahrscheinlichkeit $\\tau_{ij}$ bestimmt. Im klassischen k-Means legt man sich aber fest, man macht ein **hard assignment** (feste Zuweisung). Wir können auch einfach $\\widetilde{\\tau_{ij}} := 1$ zuweisen, wenn $\\tau_{ij}$ unter allen $\\tau_{im}$ das größte ist, ansonsten $\\widetilde{\\tau_{ij}} := 0$ setzen. Damit bekommen wir\n",
+    "\n",
+    "$$\n",
+    "\\mu_j^{(i+1)} =& \\frac{\\sum_{i=1}^n \\widetilde{\\tau_{ij}} x_i }{ \\sum_{i=1}^n \\widetilde{\\tau_{ij}}} \\\\\n",
+    "              =& \\frac{\\sum_{i=1}^n \\widetilde{\\tau_{ij}} x_i }{n} \\\\\n",
+    "              =& \\sum_{i=1, y_i=j}^n \\frac{x_i}{n}\n",
+    "$$\n",
+    "\n",
+    "Das ist genau das arithmetische Mittel der $x_i$, die in Klasse $j$ liegen. Verwendet man stattdessen das soft assignment, ist es ein gewichtetes Mittel der $x_i$, das denjenigen Punkten mit ungewisserer Zuteilung weniger Gewicht gibt- auch eine offensichtliche Optimierung gegenüber klassischem k-Means."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e3e6e97c-d9b6-4b35-984a-2227bcface8c",
+   "metadata": {},
+   "source": [
+    "#### Allgemeinere Modelle implementieren\n",
+    "\n",
+    "Wenn Sie allgemeinere Modelle implementieren wollen als das, was wir hier besprechen, müssen Sie den Teil, in dem explizite geschlossene Formeln für $p_j$, $\\mu_j$, $\\sigma_j$ berechnet werden, entsprechend anpassen. Wir konnten geschlossene Formeln finden, weil $\\log$ von einer Dichte, die mit $e^{(...)}$ geschrieben werden kann, eben besonders einfach ist. Als Faustregel sind also alle Verteilungen ähnlich zu behandeln und können anstelle der Normalverteilung verwendet werden, die auch von dieser Bauart sind. Eine präzise Formulierung wäre, dass alle Verteilungen aus einer sogenannten exponentiellen Familie geeignet sind."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "1f38f6a1-2c08-4ebf-a196-3e8710b20378",
+   "metadata": {},
+   "source": [
+    "### Implementierung in Python\n",
+    "\n",
+    "#### Univariate Daten"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "8bba2c3d-46f3-44bf-9960-d15f3adf65fa",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Variante für univariate Gausssche Mischungen,\n",
+    "# nicht-vektorisiert (für das bessere Verständnis)\n",
+    "\n",
+    "from scipy.stats import norm\n",
+    "\n",
+    "def EM(xs, pis, mus, sigmas):\n",
+    "    K = len(pis)\n",
+    "    N = xs.shape[0]\n",
+    "    \n",
+    "    #(E)-Schritt\n",
+    "    taus = np.zeros((N,K))\n",
+    "    for i in range(N):\n",
+    "        reg = 0\n",
+    "        for j in range(K):\n",
+    "            taus[i,j] = pis[j] * norm.pdf(xs[i],\n",
+    "                                          loc=mus[j],\n",
+    "                                          scale=sigmas[j])\n",
+    "            reg += taus[i,j]\n",
+    "        for j in range(K):\n",
+    "            taus[i,j] /= reg\n",
+    "    \n",
+    "    #(M)-Schritt\n",
+    "    Npis = np.zeros(K)\n",
+    "    for j in range(K):\n",
+    "        Npis[j] = taus[:,j].sum()\n",
+    "    pis = Npis / N\n",
+    "\n",
+    "    mus = np.zeros(K)\n",
+    "    for j in range(K):\n",
+    "        for i in range(N):\n",
+    "            mus[j] += taus[i, j] * xs[i]\n",
+    "        mus[j] /= Npis[j]\n",
+    "\n",
+    "    sigmas = np.zeros(K)\n",
+    "    for j in range(K):\n",
+    "        for i in range(N):\n",
+    "            sigmas[j] += taus[i, j] * ((xs[i]- mus[j])**2)\n",
+    "        sigmas[j] /= Npis[j]\n",
+    "        sigmas[j] = np.sqrt(sigmas[j])\n",
+    "    \n",
+    "    ll_new = 0.0\n",
+    "    for i in range(N):\n",
+    "        s = 0\n",
+    "        for j in range(K):\n",
+    "            s += pis[j] * norm.pdf(xs[i],\n",
+    "                                   loc=mus[j],\n",
+    "                                   scale=sigmas[j])\n",
+    "        # compute new log-likelihood:\n",
+    "        ll_new += np.log(s)\n",
+    "        \n",
+    "    return pis, mus, sigmas, taus, ll_new"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7c16f899-221f-4e5c-9d16-d930109684bf",
+   "metadata": {},
+   "source": [
+    "Wie auch beim k-Means-Verfahren wollen wir nun zugucken, wie sich im Laufe der Iteration der Fit verbessert. Dazu basteln wir erstmal Versuchsdaten:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "27a5fd4d-337a-4c69-91ac-a2083b5f56cb",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "np.random.seed(12345)\n",
+    "pi = 1.0/3\n",
+    "real_mu_1, real_sigma_1 = 0, 1.5\n",
+    "real_mu_2, real_sigma_2 = 6, 3.5\n",
+    "component1_sample = norm.rvs(real_mu_1,\n",
+    "                             real_sigma_1,\n",
+    "                             int(pi*1500))\n",
+    "component2_sample = norm.rvs(real_mu_2,\n",
+    "                             real_sigma_2,\n",
+    "                             int((1-pi)*1500))\n",
+    "mixture_samples = np.concatenate((component1_sample,\n",
+    "                                  component2_sample))\n",
+    "\n",
+    "fig, ax = plt.subplots()\n",
+    "hist = ax.hist(mixture_samples, bins=51,\n",
+    "               color='grey', alpha=.5,\n",
+    "              label=\"gewichtete Summe\")\n",
+    "bins = hist[1]\n",
+    "ax.hist(component1_sample, alpha=.75, bins=bins,\n",
+    "       color='navy', label=\"Komponente 1\")\n",
+    "ax.hist(component2_sample, alpha=.75, bins=bins,\n",
+    "       color='gold', label=\"Komponente 2\")\n",
+    "ax.set_xlabel(\"$x$\")\n",
+    "ax.set_ylabel(\"Dichte\")\n",
+    "ax.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "9144677a-6b29-49b9-84a5-8f3f499922c4",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Initiale theta aufstellen:\n",
+    "pis =  np.ones(2) + np.random.random(2)\n",
+    "pis /= pis.sum()\n",
+    "mus =  np.random.random(2) * 2*np.std(mixture_samples)\\\n",
+    "       + np.mean(mixture_samples)\n",
+    "sigmas =  np.sqrt(np.random.random(2) + 1)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "5da2c828-1efc-434e-9cf6-ce564ccb8bc6",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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qGhoayM3NZe7cuaxatYoXX3yxqyXu7rvv5re//S0Au3fvZuvWrYwaNYrx48czZ86crutUVVVx1llnMW7cON7//vcD8Oyzz7J69WoWLFgAwNGjRxkxYgSXX345X/rSl7j11lu54IILWLRo0Xtq27lzJ2PGjCEjw2s/Wr9+PbNmzWL79u1861vfor6+nscee+xk/5hSklrcREREUlB2djbjx4/nwQcf5IwzzmDRokU8//zzbNu2jalTp/LCCy/wzDPP8Morr7Bu3TpOP/10WlpaAMjNze26TmZmJu3t7QAUFBR07XfOcfXVV1NZWUllZSWbN2/mm9/8JpMmTWLNmjXMnDmTr33ta9xxxx3vqW3dunXMmjWr6/Xq1auZNWsWp556Kvfff79ffyQpQS1uIiIiPutLC5kfFi1axPe//30eeOABZs6cyRe/+EXmzZuHmVFfX8+QIUPIz8/nzTff5NVXX+3Xtc8991wuuugivvCFLzBixAgOHjxIY2Mj2dnZDB06lCuvvJKSkhJ++tOfvufcysrKrpC4detWnnjiCe688864fOdUp+AmIiKSohYtWsS3vvUtPvCBD1BQUEBeXl5X1+XSpUu59957mTp1KpMnT+7qAu2radOmceedd7JkyRI6OzvJzs7mnnvuob6+nltuuYWMjAyys7P58Y9//J5z161bR15eHrNnz2bWrFlMmzaNhx56iNtvvz0u3zuVKbiJiIikqHPPPZdIJNL1esuWLV3Pc3Nz+cMf/tDjeW+88UbX8y9/+cs97gdYtmwZy5Yte8/555133gnrWr9+PWvWrKGoqOhd++vq6vjXf/1X1q5dy7e//W2++tWvnvA66UjBTURERBKmsbERM3tPaAMYNmwY9957bwBVhYcGJ4iIiEjCFBUVvavlT/pHwU1EREQkJBTcREREREJCwU1EREQkJBTcREREREJCwU1EREQkJBTcREREREJCwU1EREQkJBTcREREREJCwU1ERES6VFVVMWPGjKDLkONQcBMREZF+cc7R2dkZdBlpScFNREQkBX3ve9/j7rvvBuALX/gCH/rQhwB47rnnuOKKKwC4+OKLmTdvHtOnT2f58uVd53Z0dHDdddcxffp0lixZwtGjR6mqqmLy5MlcddVVzJgxg927d/PLX/6ShQsXMmfOHD796U/T0dFBU1MT559/PrNnz2bGjBk8+uijPda3ePFi3nzzTcBbXF6tfH2j4CYiIpKCFi1axIsvvgjAqlWrOHLkCJFIhBdffJGzzz4bgAceeIDVq1ezatUq7r77burq6gDYunUrN954Ixs2bKCkpITHH3+8a/8NN9zAhg0baG5u5tFHH+Xll1+msrKSzMxMHn74Yf74xz8yevRo1q1bxxtvvMHSpUt7rG/btm1MmjQJgPXr1zNz5ky//0hSQlbQBYiIiKS8794S3+t95Xu9HjJv3jxWr15NQ0MDubm5zJ07l1WrVvHiiy92tcTdfffd/Pa3vwVg9+7dbN26lVGjRjF+/HjmzJnTdZ2qqirOOussxo0bx/vf/34Ann32WVavXs2CBQsAOHr0KCNGjODyyy/nS1/6ErfeeisXXHABixYtek9tO3fuZMyYMWRkeO1H69evZ9asWfzud7/jqaeeoqGhgWuvvZYlS5ac9B9VqlFwExERSUHZ2dmMHz+eBx98kDPOOINZs2bx/PPPs23bNqZOncoLL7zAM888wyuvvEJ+fj6LFy+mpaUFgNzc3K7rZGZmcvToUQAKCgq69jvnuPrqq/n2t7/9ns9es2YNK1as4Gtf+xrnnnsuX//619/1/rp165g1a1bX69WrV7Ns2TLOP/98Lr74Yg4dOsSXv/xlBbceKLiJiIj4rQ8tZH5YtGgR3//+93nggQeYOXMmX/ziF5k3bx5mRn19PUOGDCE/P58333yTV199tV/XPvfcc7nooov4whe+wIgRIzh48CCNjY1kZ2czdOhQrrzySkpKSvjpT3/6nnMrKyu7QuLWrVt54oknuPPOO7vev/POO7nxxhtP7sunKAU3ERGRFLVo0SK+9a1v8YEPfICCggLy8vK6ui6XLl3Kvffey9SpU5k8eXJXF2hfTZs2jTvvvJMlS5bQ2dlJdnY299xzD/X19dxyyy1kZGSQnZ3Nj3/84/ecu27dOvLy8pg9ezazZs1i2rRpPPTQQ3zta1/jtttu46Mf/Shz586Ny59BqlFwExERSVHnnnsukUik6/WWLVu6nufm5vKHP/yhx/PeeOONrudf/vKXe9wPsGzZMpYtW/ae888777wT1rV+/XrWrFlDUVHRu/bffffdPPPMM9TX17Nt2zY+85nPnPA66UjBTUREAvfWW9C5FSrGQ3bQxYivGhsbMbP3hDaAm2++mZtvvjmAqsJD04GIiEjg/vVfoaYWXn8dmpqCrkb8VFRU9K6WP+kfBTcREQnUzp3w2GMwuBgaGuCSS6CtLeiqRJKTgpuIiATqRz/ytlOnweRJ8Mc/wtVXQ0dHsHWJJCMFNxERCUxDA9x3H1x6KeTlQlkZfOc78MgjcPPN4FzQFYokFw1OEBGRwDzwgBfevvAF4Cvevq98Berq4LvfhWHD4I47Ai1RJKkouImISCDa2+H//B846yxYuPDd7911lxfe/v3f4WMfg35OMSaSstRVKiIigfjd76CqCr70pfe+Z+Z1mQI891wiqxJJbgpuIiISiB/8AE47DT7+8Z7fHzYMpk6Fl19ObF0iyUzBTUREEu6VV+DVV+Hzn4fMzOMfd+aZ8L//C52dCStNJKkpuImISML9x39ASQlcc82JjzvrLDh8GDZuTEBRaeTzn/88zc3NNDU1cfXVV3Pdddfx8MMPA7B69WruvffegCuU41FwExGRhNqxA37zG/j0p6Gw8MTHnnmmt1V3afzU1dUBkJ+fz29+8xsuueQS7rvvPp588kkA5s2bx0svvRRkiXICCm4iIpJQDz3kbW+6qfdjTzsNRoxQcIunV155hWnTpgFQXV3N2LFjAcjs1medl5fH3r17A6lPTkzBTUREEmrVKm/QQXl578eaea1uagCKn4aGBkpKSgAoLy+nuroagM5uNxIOGTKEhoaGIMqTXii4iYhIQlVWwpw5fT/+rLO87tU9e/yqKHUtXryYN998E/C6SGfMmMHEiROpqqoC4BOf+ASPP/44n/3sZ/l4t+G9NTU1nHLKKUGULL3QBLwiIpIw+/dDTQ2cfnrfz+l+n9sll/hTV6ratm0bkyZNAmD9+vXMnDmT+fPnc//99wNQUFDAz372s3edc+TIEYqLi8nNzU14vdI7tbiJiEjCVFZ62/60uJ1+OuTlqbu0v3bu3MmYMWPIyPB+1a9fv55Zs2ZhZlxxxRU0Nzf3eF5tbS233HJLIkuVflCLm4iIJMxAgltODrzvfSEfoLA4ztd7ofdD1q1bx6xZs7per169mmXLlgGwaNGi454Xa6GT5ORri5uZLTWzzWa2zcxu6+H9s81sjZm1m9kl3fafY2aV3R4tZnZx9L0HzWxHt/fm+PkdREQkftauhbFjvVUR+uPMM71zm5r8qSsVVVZW0tLSAsDWrVt54oknmDlzJtu3b+faa6/lEvU7h5JvLW5mlgncA3wEqAZWmtmTzrnu0yjuAq4Bvtz9XOfc88Cc6HWGAtuAP3U75Bbn3GN+1S4iIv6orOzf/W0xZ54JHR3w2mvwoQ/FvSz/vZD4j1y3bh15eXnMnj2bWbNmMW3aNB566CFuv/127r//fgW3kPKzq3QhsM05tx3AzB4BLgK6gptzrir63okWM7kE+INzrufOeBERCYXmZti8GS69tP/nfuAD3tQgL78c0uAWgPXr17NmzRqKioqCLkXiyM+u0jHA7m6vq6P7+usy4L+P2fctM1tvZv9pZhr2IiISAq+/7q052p/722KGDIHp00N+n1sCNTY2YmYKbSkoqUeVmlkZMBN4utvurwJTgAXAUODW45x7vZmtMrNV+/fv971WERE5sdjAhIF0lYLXXfrKK16XqZxYUVERW7Zs6fG9uro6PvOZz7B27Vq+/e1vJ7gyOVl+dpXWAGO7vS6P7uuPTwK/dc5FYjucc7EpGFvN7Gccc39ct+OWA8sB5s+f7/r5uSIiEmdr13oLy48bN7DzzzoLfvITeOMNmD07rqWllWHDhmkR+RDzs8VtJTDRzMabWQ5el+eT/bzGpzimmzTaCoeZGXAx8MbJlyoiIn6LrZhgNrDzteC8iI/BzTnXDtyE1825Cfi1c26Dmd1hZhcCmNkCM6sGLgV+YmYbYuebWQVei91fjrn0w2b2OvA6UArc6dd3EBGR+OjogPXrB3Z/W0xFBZSVKbhJevN1Al7n3ApgxTH7vt7t+Uq8LtSezq2ih8EMzjmNJxIRCZktW+Do0YHf3wZeS91ZZ2kFBUlvST04QUREUsNAVkzoyZlnwq5dUF19shWJhJOCm4iI+G7tWm/pqqlTT+46sfvcXnnl5GsSCSMFNxER8V1lJcyYAdnZJ3edadO87ebNJ12SSCgpuImIiK+c81rcTrabFCA/H8aMga1bT/5aImGk4CYiIr6qrYUDB05uYEJ3EyfCtm3xuZZI2Ci4iYiIr+I1MCFmwgQFN0lfCm4iIuKrtWu9bbxWO5gwAfbtg4aG+FwvHX3+85+nubmZpqYmrr76aq677joefvhhAFavXq2VFZKYgpuIiPiqstILW/Fa73zCBG/71lvxuV66qaurAyA/P5/f/OY3XHLJJdx33308+aS3uNG8efN4SZPlJS0FNxER8dXatfG7vw3eCW7qLh2YV155hWnR4bnV1dWMHestK56Zmdl1TF5eHnv37g2kPjkxBTcREfFNfT1s3x6/+9sATjvN2yq4DUxDQwMlJSUAlJeXUx2dzbizs7PrmCFDhtCgvuikpOAmIiK+WbfO28azxa2wEEaNUnDri8WLF/Pmm28CXhfpjBkzmDhxIlVVVQB84hOf4PHHH+ezn/0sH//4x7vOq6mp4ZRTTgmiZOmFr2uViohIeov3iNIYjSztm23btjFp0iQA1q9fz8yZM5k/fz73338/AAUFBfzsZz971zlHjhyhuLiY3NzchNcrvVNwExER36xbByNGQFlZfK87YQL86U/xvaavnlkc3+t9+IVeD9m5cydjxowhI8PrXFu/fj2zZs3CzLjiiitobm4mPz//PefV1tZyyy23xLdeiRt1lYqIiG/eesubMDfeJkzwJvZtaor/tVPFunXrmDVrVtfr1atXd71etGhRj6ENYNKkSZwWu5FQko5a3ERExDc7dsDZZ8f/urGRpdu3w8yZ8b9+3PWhhSzeKisraWlpAWDr1q088cQT3Hnnnfzud7/jqaeeoqGhgWuvvZYlS5YkvDYZOAU3ERHxRSQC1dVw6qnxv3b3KUFCEdwCsG7dOvLy8pg9ezazZs1i2rRpPPTQQ9x+++1cfPHFHDp0iC9/+csKbiGj4CYiIr7YtQs6O2H8+PhfW1OC9G79+vWsWbOGouPMfHznnXdy4403JrgqOVm6x01ERHyxfbu39SO4lZRAaamC2/E0NjZiZj2GNucct956Kx/96EeZO3duANXJyVCLm4iI+GLHDm/rR3ADTQlyIkVFRWzZsqXH9370ox/xzDPPUF9fz7Zt2/jMZz6T4OrkZCi4iYiIL3bsgOxsGDPGn+tPmAB/+Ys/105lN998MzfffHPQZcgAqatURER8sWMHjBsH3ZbAjKsJE2D3bjh61J/riyQjBTcREfHFjh3+dZPCOyNLY12yIulAwU1ERHyxfXtigpvuc5N0ouAmIiJxd+QIHDig4CYSbwpuIiISd36PKAUYOtSbFiRZg5tzLugSJMkN5L8RBTcREYm7WHDzY9WEGLPknRIkLy+Puro6hTc5LuccdXV15OXl9es8TQciIiJxl4gWN/CC22uv+fsZA1FeXk51dTX79+8PuhRJYnl5eZSXl/frHAU3ERGJu+3bobAQhg3z93MmToRf/xra2iAnx9/P6o/s7GzG+51aJS2pq1REROIuNhWImb+fM2GCtx5qVZW/nyOSLBTcREQk7vyewy1GI0sl3Si4iYhIXDnnBTc/BybEKLhJulFwExGRuDpwAJqaEtPiNnw4FBUpuEn6UHATEZG42r7d2yYiuCXzlCAiflBwExGRuErUVCAxCm6SThTcREQkrmLBraIiMZ83YYL3me3tifk8kSApuImISFzt2AEjRnjzuCXChAleaNu5MzGfJxIkBTcREYmrRE0FEqORpZJOFNxERCSutm8PJrht3Zq4zxQJioKbiIjETUcH7NqV2OBWVga5ueoqlfSg4CYiInFTXe3db5bI4GYGY8Z4ny2S6hTcREQkbmIjShOxakJ35eVQU5PYzxQJgoKbiIjETaLncIspL1eLm6QHBTcREYmb7dshIwPGjk3s58Za3Do7E/u5Iomm4CYiInGzY4cX2rKzE/u55eXQ1uatkyqSyhTcREQkbhI9h1tMebm3VXeppDoFNxERiZsdOxI/MAEU3CR9KLiJiEhcHD0Ke/aoxU3ETwpuIiISF1VV3jaI4DZiBGRlKbhJ6lNwExGRuAhqKhCAzEwYPVrBTVKfgpuIiMRFkMENvNUTNAmvpDoFNxERiYsdOyAvD0aNCubzNQmvpAMFNxERiYvYVCBmwXx+LLg5F8zniySCgpuIiMTFzp0wblxwn19eDs3NcPhwcDWI+E3BTURE4qK6+p1pOYKgKUEkHSi4iYjISWtrg337FNxE/KbgJiIiJ23PHu/esjFjgqtBwU3Sga/BzcyWmtlmM9tmZrf18P7ZZrbGzNrN7JJj3usws8ro48lu+8eb2WvRaz5qZjl+fgcREeldbBqOIFvcysq8gREKbpLKfAtuZpYJ3AN8FJgGfMrMph1z2C7gGuBXPVziqHNuTvRxYbf93wH+0zk3ATgEXBv34kVEpF9iYSnI4Jad7U1FouAmqczPFreFwDbn3HbnXBvwCHBR9wOcc1XOufVAZ18uaGYGfAh4LLrrIeDiuFUsIiIDEmtxC7KrFDSXm6Q+P4PbGGB3t9fV0X19lWdmq8zsVTO7OLpvGHDYOdc+wGuKiIgPqqshPx9KSoKto7xcqydIassKuoATGOecqzGzU4HnzOx1oL6vJ5vZ9cD1AKeccopPJYqICHjBbcyY4CbfjRkzBp57LtgaRPzkZ4tbDTC22+vy6L4+cc7VRLfbgReA04E6oMTMYoHzuNd0zi13zs13zs0fPnx4/6sXEZE+q6kJ9v62mPJyqK+HxsagKxHxh5/BbSUwMToKNAe4DHiyl3MAMLMhZpYbfV4KnAlsdM454HkgNgL1auCJuFcuIiL9EmtxC1osPKq7VFKVb8Eteh/aTcDTwCbg1865DWZ2h5ldCGBmC8ysGrgU+ImZbYiePhVYZWbr8ILaXc65jdH3bgW+aGbb8O55u9+v7yAiIr3r7ITa2uRpcQMNUJDU5es9bs65FcCKY/Z9vdvzlXjdncee97/AzONcczveiFUREUkC+/dDJKLgJpIIWjlBREROSiwkJUNXaawGBTdJVQpuIiJyUpJh1YSYvDwoLVVwk9Sl4CYiIiclmVrcQJPwSmpTcBMRkZNSUwNZWTBiRNCVeDQJr6QyBTcRETkp1dXeAu+ZmUFX4lGLm6QyBTcRETkpyTL5bkx5ORw4AC0tQVciEn8KbiIiclKqq5MvuIG6SyU1KbiJiMiAOZc8qybEaEoQSWUKbiIiMmANDdDUlJwtbgpukooU3EREZMCSbSoQUIubpDYFNxERGbBkmnw3pqgIBg9WcJPUpOAmIiIDlowtbqApQSR1KbiJiMiAxVrcRo8Oto5jKbhJqlJwExGRAauuhuHDITc36EreTasnSKpScBMRkQFLtjncYsrL4e23IRIJuhKR+FJwExGRAUu2VRNiysu9Oeb27Am6EpH4UnATEZEBS7bJd2M0l5ukKgU3EREZkJYWqKtL3hY3UHCT1KPgJiIiAxK7+T8ZW9w0Ca+kKgU3EREZkGScfDempATy8xXcJPUouImIyIAk6+S7AGZeXZoSRFKNgpuIiAxILLglY4sbQFmZNyWISCpRcBMRkQGpqYHiYm9t0GQ0apSmA5HUo+AmIiIDkqxTgcSoxU1SkYKbiIgMSLJOvhtTVgaNjdDUFHQlIvGj4CYiIgOS7C1uo0Z5W3WXSipRcBMRkX5rb/cCUbK3uIG6SyW1KLiJiEi/7d0LnZ1qcRNJNAU3ERHpt2SfCgTeaXFTcJNUouAmIiL9lsyrJsQMGwZZWeoqldSi4CYiIv2WzKsmxGRkwMiRanGT1KLgJiIi/VZTAzk5UFoadCUnVlam4CapRcFNRET6LTYViFnQlZyYJuGVVKPgJiIi/VZdndz3t8Vo2StJNQpuIiLSbzU1yX1/W0xZGezf7807J5IKFNxERKRfnIPa2nAEt1GjvHr37Qu6EpH4UHATEZF+qa+Ho0dh9OigK+md5nKTVKPgJiIi/VJb623DFNw0QEFShYKbiIj0S5iCm5a9klSj4CYiIv2i4CYSHAU3ERHpl1hwi3VDJrPcXBg6VF2lkjoU3EREpF9qa6G4GAoKgq6kbzSXm6QSBTcREemXPXvC0U0ao2WvJJUouImISL/U1oYruI0apa5SSR0KbiIi0i9hC26xFjfngq5E5OQpuImISJ/FVk0IW3BrbYXDh4OuROTkKbiJiEifHTwIbW3hCm6xKUHUXSqpQMFNRET6LExzuMVo2StJJQpuIiLSZ2EObmpxk1Sg4CYiIn0WxuCm1RMklSi4iYhIn4Vp1YSYwYMhL0/BTVKDgpuIiPRZba23hFReXtCV9J2ZFzTVVSqpQMFNRET6rLY2XK1tMVr2SlKFgpuIiPRZ2Ja7itGyV5IqFNxERKTPwjb5boyWvZJU4WtwM7OlZrbZzLaZ2W09vH+2ma0xs3Yzu6Tb/jlm9oqZbTCz9Wa2rNt7D5rZDjOrjD7m+PkdRETE09kZ7ha3Q4egpSXoSkROjm/BzcwygXuAjwLTgE+Z2bRjDtsFXAP86pj9zcBVzrnpwFLgh2ZW0u39W5xzc6KPSh/KFxGRYxw4AO3t4Q1uoFY3CT8/W9wWAtucc9udc23AI8BF3Q9wzlU559YDncfs3+Kc2xp9XgvsA4b7WKuIiPQijHO4xWjZK0kVfga3McDubq+ro/v6xcwWAjnAW912fyvahfqfZpZ7cmWKiEhfhDm4adkrSRVJPTjBzMqAXwD/j3Mu1ir3VWAKsAAYCtx6nHOvN7NVZrZq//79CalXRCSVKbiJBM/P4FYDjO32ujy6r0/MrBh4CvhX59yrsf3OuT3O0wr8DK9L9j2cc8udc/Odc/OHD1cvq4jIyYoFt1i3Y5gMH+5NxKuuUgk7P4PbSmCimY03sxzgMuDJvpwYPf63wM+dc48d815ZdGvAxcAb8SxaRER6VlvrBaCcnKAr6b+sLBgxQi1uEn6+BTfnXDtwE/A0sAn4tXNug5ndYWYXApjZAjOrBi4FfmJmG6KnfxI4G7imh2k/Hjaz14HXgVLgTr++g4iIvCOsqybEaPUESQVZfl7cObcCWHHMvq93e74Srwv12PN+CfzyONf8UJzLFBGRPgjrHG4xWq9UUkFSD04QEZHkEdZVE2K07JWkAgU3ERHpVUeH11oV5uA2ahTs3eutACESVgpuIiLSq337vMAT5uBWVuYF0AMHgq5EZOAU3EREpFdhnsMtRnO5SSpQcBMRkV6lQnDTsleSChTcRESkV6kQ3NTiJqlAwU1ERHpVW+utPDByZNCVDFysxU3BTcJMwU1ERHpVW+uFtixfZ//0V0EBFBWpq1TCTcFNRER6FfY53GI0l5uEnYKbiIj0KuzLXcVo2SsJOwU3ERHpVdiXu4qJTcIrElYKbiIickKRiDcBb6oEN93jJmGm4CYiIie0dy84lzrBrbERmpqCrkRkYBTcRETkhFJhDreY2JQg6i6VsFJwExGRE1JwE0keCm4iInJCqRjcdJ+bhJWCm4iInFBtLWRmwvDhQVdy8hTcJOwU3ERE5IRqa73Ak5kZdCUnb/hwb+kuBTcJKwU3ERE5oVRZNQG8JbtKSxXcJLwU3ERE5IRSKbiB5nKTcFNwExGRE0qV5a5itHqChFlW0AWIyPFV3PZUr8dU3XV+AiqRdNXaCnV1qdfitmVL0FWIDIxa3ERE5LhiU4GMGRNsHfEU6yp1LuhKRPpPwU1ERI6rpsbbplpwa22F+vqgKxHpPwU3ERE5rlQNbqABChJOCm4iInJcqbRqQszIkd5WwU3CSMFNRESOq6YG8vJgyJCgK4kftbhJmCm4iYjIcdXUeN2kZkFXEj9aaF7CTMFNRESOKxbcUsmQIZCdrRY3CScFNxEROa5UDG4ZGd59bgpuEkYKbiIi0iPnUjO4gZa9kvBScBMRkR4dOuTNd6bgJpI8FNxERKRHqTiHW4yCm4RVn4KbmU0ys2fN7I3o61lm9jV/SxMRkSDFglsqzeEWM3Ik7NsHHR1BVyLSP31tcbsP+CoQAXDOrQcu86soEZFEctGHvFuqt7h1dkJdXdCViPRPX4NbvnPub8fsa493MSIiidbQAOvWwdq176wSIJ5UbnHTJLwSVn0NbgfM7DSi/1NqZpcAe3yrSkQkAerrYckSqD8MTUfgfe/zQpx4ampg+HDIyQm6kvhTcJOw6mtwuxH4CTDFzGqAzwOf8asoERG/HToEH/kIrFkD06fD6ad7+888E556KtjakkWqTgUCCm4SXn0Nbs4592FgODDFOXdWP84VEUkqBw/Chz/sta49/jiUlkJhIbz2GkyZAhdeCHff7c1jls5qaxXcRJJNX8PX4wDOuSbnXGN032P+lCQi4p8DB+Dcc2HDBvjtb+HjH3/nvdGj4S9/8YLbP/8z3HprcHUmg1RucSsshIICBTcJn6wTvWlmU4DpwGAz+0S3t4qBPD8LExHxwyc+AZs2wRNPwHnnvff9ggKvFe7aa+EHP4DPfQ7Gjk18nUFra/Omy0jFgQkxI0dqoXkJn95a3CYDFwAlwMe7PeYC1/lamYhInL3xBrz4Inz72z2HtpiMDPj6173pIn72s8TVl0z2RIefpWqLG2gSXgmnE7a4OeeeAJ4wsw84515JUE0iIr74xS8gKwuuuKL3Y8eP9+6Du/9++Nd/hcxM/+tLJqk8h1vMqFHw5ptBVyHSP329x22bmf2LmS03swdiD18rExGJo44OePhhWLoURozo2znXXQe7dsGzz/pbWzJKl+CmFjcJm74GtyeAwcAzwFPdHiIiofDCC14Y+Yd/6Ps5F10Ew4bBfff5VlbSik1GnOrB7eBBaG0NuhKRvjthV2k3+c65NB9fJSJh9otfQHHxu0eR9iY3F666Cv7rv7wb9fvaUpcKamq87z90aNCV+Cc2Jci+fek5AEXCqa8tbr83s4/5WomIiE+amuCxx+DSS2HQoP6d+0//BJGIF/zSSWwqELOgK/GP5nKTMOptOpBGvGWuDPgXM2vFW2je8CblLfa/RJHUVHGb7jZIlN/9zgtv/ekmjZk2Dc44A376U/jiF1M7yHRXU5PaU4HAO8FNU4JImJywxc05V+ScK45uM5xzg7q9VmgTkVD4xS/glFNg0aKBnf9P/+SNPnz55fjWlcxSefLdmJEjva1a3CRM+tRVamZ/Z2aDu70uMbOLfatKRCRO9uyBP/8ZrrzSm59tID75SSgq8lrd0oFzCm4iyaqvP8a+4Zyrj71wzh0GvuFLRSIicfTf/+1NpDuQbtKYggK4/HL49a+hvr7348Pu8GE4ejT1g1tuLgwZouAm4dLX4NbTcX0dkSoiEphf/AIWLPAWjz8Z//RPXpj51a/iU1cyS4epQGI0l5uETV+D2yoz+w8zOy36+A9gtZ+FiYicrNdfh8rKk2tti5k3D2bPTo853dJh8t0YBTcJm74Gt88BbcCj0UcrcKNfRYmIxENsiavLLjv5a5l5c7qtXeutppDK0i24aVSphEmfujudc03AbT7XIiISN8553ZpLl8Lw4fG55oc/7G2ffx6uvjo+10xGseBWVhZsHYmgFjcJmxO2uJnZD6Pb/2tmTx77SEiFIiIDsHmzF0Auuih+15wxA0pLveCWympqvKW+8vKCrsR/I0fCkSPeQyQMeusqjc0V/n3gBz08TsjMlprZZjPbZmbvabEzs7PNbI2ZtZvZJce8d7WZbY0+ru62f56ZvR695t1m6TIdpoj0x0sveduBzt3Wk4wMWLwYnnvOa9FLVekwFUiMJuGVsOltAt7V0e1fgI3ARufcX2KPE51rZpnAPcBHgWnAp8xs2jGH7QKuAX51zLlD8aYbeR+wEPiGmQ2Jvv1j4DpgYvSxtJfvKCJp6KWXvNaxSZPie91zzoHdu2H79vheN5mkY3BTd6mERa+DE8zsm2Z2ANgMbDGz/Wb29T5ceyGwzTm33TnXBjwCvKvTwjlX5ZxbD3Qec+55wJ+dcwedc4eAPwNLzawMKHbOveqcc8DPgYv7UIuIpJmXXoKzzor/ElXnnONtU7m7tLZWwU0kWfV2j9sXgTOBBc65oc65IXitYGea2Rd6ufYYYHe319XRfX1xvHPHRJ8P5Joikib27IG33vKCW7xNmeL9sk/V4BaJeN2GCm4iyam3Frd/AD7lnNsR2+Gc2w5cCVzlZ2Eny8yuN7NVZrZq//79QZcjIgkUW1PUj+Bm5rW6pep9bm+/7X2vdAlupaXevYu6x03Corfglu2cO3DsTufcfiC7l3NrgLHdXpdH9/XF8c6tiT7v9ZrOueXOufnOufnD4zUXgIiEwosvwqBBcPrp/lz/nHO8gLN5sz/XD1JsKpDRo4OtI1EyM2HECLW4SXj0FtzaBvgewEpgopmNN7Mc4DKgr1OIPA0sMbMh0UEJS4CnnXN7gAYze390NOlVwBN9vKaIpImXXoL3vx9ycvy5firf55ZOk+/GjByp4Cbh0Vtwm21mDT08GoGZJzrROdcO3IQXwjYBv3bObTCzO8zsQgAzW2Bm1cClwE/MbEP03IPAv+OFv5XAHdF9ADcAPwW2AW8BfxjA9xaRFNXY6C1z5Uc3acxpp8HYsV53aapJx+CmSXglTE64coJzLvNkLu6cWwGsOGbf17s9X8m7uz67H/cA8EAP+1cBM06mLhFJXa++Cp2d/ga32H1uK1Z4n5XR18UDQ6C21mupLC0NupLEGTUKNmwIugqRvkmhHzciIl43aUaG11Xqp3POgQMHUu8Xfk2Nd39bOk1tXlbmDU5IxcEmknr6tFapiPRPxW1PHfe9pdvrvCfv16AZP7z0EsyeDcXF/n5O9/vcZp7wxpFwSafJd2PKyrxpUOrq0qulUcJJLW4ikjIiEa+r1M9u0phx4+DUU1PvPrd0DW7gzf8nkuwU3EQkZVRWQnNzYoIbeK1uf/kLdHQk5vP85tw7XaXpJDYJr4KbhIGCm4ikjNjC8okMbocPw7p1ifk8vzU0QFOTWtxEkpmCm4ikjBdf9LovE9ViFLvPLVW6S6ujCwqW9zjWP3UpuEmYKLiJSEpw7p2F5RNl9GiYPDl1JuLdudPbjhsXbB2JVlAARUWay03CQcFNRFLC1q2wf39igxt4rW4vvgjt7Yn9XD/s2uVtTzkl2DqCUFamFjcJB00HIiKh1X3alSPry4HZfPO1v/Ctt4507a+663xfa1i8GO6917vPbZ6vn+S/nTshO/udrsN0ouAmYaEWNxFJCS3VQ8kY1EbWsCO9HxxHCxd625UrE/qxvti501vKK5VWgugrBTcJizT85ykiqai1egi5Yw4mfMb/igpv0tZUCG67dqVnNyl4U4IouEkYKLiJSOh1NOfQfqiQ3PJDCf9sM1iwAP72t4R/dNzt3Jl+AxNiysq8qVAaG4OuROTEFNxEJPTa9nrrW+WOqg/k8xcsgI0boaMzkI+Pi0jEW2A+nYMbqNVNkp+Cm4iEXts+L7hlj2gI5PMXLoTOznC31tTUeN8hXbtKY8FNU4JIslNwE5HQa9tbTGZxM5mDIoF8/oIF3jbMwS1d53CLUYubhIWCm4iEXmRfMTkjgktNI0Z4LVWpENzSvcVNwU2SnYKbiIRaZySDyMFCcgLqJo1ZuNBb6zOs0nnyXYAhQyAnR8FNkp+Cm4iEWuRAETgLPLgtWAAtLd5N/mG0cyeMHAl5eUFXEgwzTQki4aDgJiKhFvTAhJiw3+e2c2f6trbFaBJeCQMFNxEJtci+YiwnQlZJc6B1zIuud9UQ0uC2a1f6DkyIUXCTMFBwE5FQa9vrDUxI9IoJxyouhvz8cLa4OafgBl5w03QgkuwU3EQktJyDtv1Fgd/fFlNc7AU354KupH/274ejR9VVWlYGdXXQ1hZ0JSLHp+AmIqHVfjgf15Yd+P1tMUVF3i/96uqgK+mf2IhStbh5W7W6STLLCroAkbCpuO2poEuQqNjAhGRpcSsq8rZ/+xuMHRtsLf2R7pPvxnSfyy3dWx8leanFTURCK7KvGKyT7NLkuLGssNCbVmLlyqAr6Z90n3w3ZtQob6sBCpLMFNxEJLTa9hWTPbSJjOzkWN09w7zw9re/BV1J/+za5dU9ZEjQlQRLqydIGCi4iUhote0tJntkcnSTxhQVwerV3oLtYRGbwy3okblBGzHC+zNQcJNkpnvcRATo2717VXedn4BK+ubgQehoHJQ097fFFBd5S19t2QJTpgRdTd9oKhBPVpYX3jQ4QZKZWtxEJJTWrfO2yRbcirzxEqHqLt25U8EtRpPwSrJTcBORUKqs9LbJFtzy86GgIDwDFJqavLnL0n1gQoyCmyQ7BTcRCaXKSsgsbCGzILlmSzVg/vzwBDfN4fZuCm6S7BTcRCSU1q2D7OHJ1doWs2ABrF0bjhn4NYfbu40aBXv3QkdH0JWI9EzBTURCp60NNm6EnCQbURqzYIFX4+uvB11J7zSH27uVlXmh7cCBoCsR6ZmCm4iEzsaNEIkk3/1tMQsWeNvVq4Otoy927fJGU44eHXQlyUFzuUmyU3ATkdBJ1hGlMRUVUFICa9YEXUnvdu6E8nLIzAy6kuSg4CbJTvO4iYRc2OZfi4fKShg0CLKGNCXsM/v05zzU25rB3LnhaHGLTb4rHi00L8lOLW4iEjqVlTBrFlgS/wSbNw/Wr/e6dJOZJt99N61XKskuiX/siYi8l3NeV+mcOUFXcmJz53oDFDZsCLqS42tvh5oaBbfuBg2CwYMV3CR5KbiJSKjs3g2HDsHs2UFXcmJz53rbZL7PrabGG0GprtJ301xukswU3EQkVNav97azZgVbR28mTHhnwflkpcl3e6bgJslMwU1EQmXjRm87fXqwdfQmIwNOPz25W9w0h1vPFNwkmSm4iUiobNjgzTlWUhJ0Jb2bN8+7H6+9PehKeqbg1rNYcHMu6EpE3kvBTURCZeNGmDYt6Cr6Zu5cOHoU3nwz6Ep6tmsXDB8O+flBV5JcysqgpQUaknOaQElzCm4iEhqdnV5wS/Zu0phkH6CgOdx6pkl4JZkpuIlIaOzaBc3N4Qlukyd7rVnJOkBh504NTOiJ5nKTZKbgJiKhEZsTLSxdpZmZ3nxzydji5pwm3z0etbhJMlNwE5HQiI0oDUtwA2+Awtq13nxpyaSuzmu9VFfpeym4STJTcBOR0NiwwfulOmRI0JX03dy50NQEW7cGXcm7xUaUqsXtvQYPhrw8BTdJTgpuIhIaGzaE5/62mNgAhWS7z23bNm976qnB1pGMzDSXmyQvBTcRCYXOTti0KVzdpODVm5eXfPe5bd7sbSdODLaOZFVWBm+/HXQVIu+VFXQBIiJ9sWuX1+UYtha3rCxvea6gglvFbU/1uH///51DZvEQpt3xPFV3nZ/gqpJfWdk791SKJBO1uIlIKIRxYELMvHlecOvsDLqSd7QfLCB7aFPQZSStUaPUVSrJScFNREIhbFOBdDd3rjcL//btQVficQ4iBwsV3E5g9Gg4fNgbeSuSTBTcRCQUNm70WkGGDg26kv5LtgEKHUdycW1ZZA09EnQpSau83NvW1ARbh8ixdI+bSBo43n1OyezYmvc8fSYZue1U3PZaQBUN3IwZkJ3tdZcuWxafa57M32n7wUIAtbidQPfgpgEckkzU4iYiSc85iBwoJLu0MehSBiQnB2bOTJ4Wt8jBAgCyh6nF7XjGjPG21dXB1iFyLF+Dm5ktNbPNZrbNzG7r4f1cM3s0+v5rZlYR3X+FmVV2e3Sa2Zzoey9Erxl7b4Sf30FEgtfRMAgXySK7NLxBIzZAwbmgK/GCm2V1kFnUEnQpSSsW3NRVKsnGt65SM8sE7gE+AlQDK83sSedc9wHW1wKHnHMTzOwy4DvAMufcw8DD0evMBH7nnKvsdt4VzrlVftUuIsklciDatTeAFre+dClWfbjfl+23uXPhvvtg7A3PkTX46Inr8Xl6jsjBQrKGHsHM148JtcJCbwUFtbhJsvGzxW0hsM05t9051wY8Alx0zDEXAQ9Fnz8GnGv2nh8ln4qeKyJpqu1AERDurr3YAIXWtwcHWwiaCqSvysvV4ibJx8/gNgbY3e11dXRfj8c459qBemDYMccsA/77mH0/i3aT3t5D0BORFBM5UEhmQQuZgyJBlzJgs2Z5AxTa9gQb3Fx7Bu31+QpufTBmjFrcJPkk9eAEM3sf0Oyce6Pb7iucczOBRdHHPxzn3OvNbJWZrdq/f38CqhURv0TqCkN9fxt4y17Nng2te4YEWkfkUD4401QgfaAWN0lGfk4HUgOM7fa6PLqvp2OqzSwLGAzUdXv/Mo5pbXPO1US3jWb2K7wu2Z8f++HOueXAcoD58+cnwe3AErQ+3eukpX+SjnMQqSuicObu3g9OcgsXwuqfDsZ1ggX0v81dU4GEuNs5UcaM8dYrbW/3li4TSQZ+/uhYCUw0s/FmloMXwp485pgngaujzy8BnnPOG3NlZhnAJ+l2f5uZZZlZafR5NnAB8AYikrI6GvNwbVkpETTe9z5wbVlE6goDq6FrKpAh6irtTXm5t0yZFpuXZOJbcIves3YT8DSwCfi1c26Dmd1hZhdGD7sfGGZm24AvAt2nDDkb2O2c675ITC7wtJmtByrxWuzu8+s7iEjwIvujAxNCOodbdwsXetu2PSWB1RA5WEhmYQsZuR2B1RAWmstNkpGvjb/OuRXAimP2fb3b8xbg0uOc+wLw/mP2NQHz4l6oiCStWOtU2O9xA5g0CSw3QuueEgpnBZMGInUFur+tj2KrJyi4STJRr72I9FkQ9wm2HSgiI+QjSmMyMiB31OHAWtyc8+5xy59aG8jnh43WK5VklNSjSkVEIgcKyUmB1raYnNH1tO0rojOS+B+/nc05dLZmk60Wtz4ZOhRyc9XiJslFwU1EkpY3orQwJQYmxOSWHQaXQdvexM/n1jUwQXO49YmZpgSR5KPgJiJJyxtRmp0SAxNicsoOA8EMUIhEpwLJSqEg7DdNwivJRsFNRJJWJLbUVQp1lWYVtpJZdJTWAFZQaD9YAJkdZBWfeK1UeYda3CTZKLiJSNLqWlx+WOq0uAHkjj5MW23iV1CIHCwke0hzYJP/htGYMV5wc5rGXZKE/vmKSNKK1BWSkd9KZn74R5R2l1N2mPb6fDqacxL6uZGDBRqY0E/l5dDaCnV1vR8rkggKbiKStFJtYEJMbtd9bonrLnUdRvvhfLI0MKFfNAmvJBvN4ybSTV/mKZPEiI0ozZ+yJ+hS4i5nVD2Yo7W2hEGn7U/IZ7YfzofODLW49VP3udzmzAm0FBFALW4ikqQ6m3PobMlJyRa3jJwOsksbaU3gyFJNBTIwanGTZKPgJiJJqWtEaQoGN/C6S9v2lCTspndNBTIwo0Z5K15oZKkkC3WVikhS6lqjNEWDRk7ZYY6sP4X2w/lkD2l+13t+dNm3HyzwBnrktcf92qksKwvKytTiJslDLW4ikpQidYVYToTMopagS/FF7ujDQOIm4o0cLNT9bQMUmxJEJBkouIlIUoqNKDULuhJ/ZJcewbLbaa0tScjnReoKdH/bAJWXq8VNkoeCm4gkpVSdCiTGMhw5I+sT0uLWcTSbzqO5mgpkgLTslSQTBTcRSTqHD0PHkbyUWuqqJ7ll9bTuLcZ1+Nus2B4bUZrCQdhP5eXQ0ACNqbWAh4SUgpuIJJ1Nm7xtqgeNnNGHoCOTtv1Fvn5OW2yErlrcBiQ2JYjuc5NkoOAmIkknXYJbblk9gO/rlrbVlpCRGyFriILbQHSfhFckaApuIpJ0Nm4EMjvIGtzc67Fhlll8lMzCo7TsHurr57TWDCF3zKGUHejhN03CK8lE87iJSFz1ZQ6yqrvOP+H7mzZ53XoWsv+1fHX7QQAu6+M8bGaQV3GAo2+NxDl8CVYdR7OJ1BVRMF3NRQOlrlJJJiH7sSgi6WDTptTvJo3JqzhA59Ec2vYW+3L91mg3bO6YQ75cPx0MGgRDh6rFTZKDgpuIJJXmZqiqguzS9BjCN6jiAAAtVaW+XL+1eghkdJJTdtiX66eL8nK1uElyUHATkaSyeTM4lz4tbpkFbWQPb6Clargv12+tGULOyAYysjt9uX660CS8kiwU3EQkqaTLiNLu8ioO0FI9hM5IfH8kuw6jbU8JuaPVTXqytOyVJAsFNxFJKhs3QmZmes05NqjiAHRk0lod39GlbXuLce2Z5JYfjOt101F5OezdC21tQVci6U7BTUSSyqZNcNppYJku6FISJrf8IGR2xP0+t9YaLwhqYMLJi40s3bMn2DpEFNxEJKls2gTTpgVdRWJl5HSQO+YwR+Me3IaQWdxMVlFrXK+bjmKT8Oo+NwmagpuIJI1IBLZuhalTg64k8QZV7CeybzAdTTlxuZ5z0Yl3y9XaFg+ahFeShYKbiCSNbdugvT09g1tebFqQnfFpdetoGETHkTzy1E0aF1r2SpKFgpuIJI3YiNJ06yoFyBlZT0ZeW9y6S1uqNfFuPA0eDPn5anGT4GnJKxFJuOMti3X4fycAk/m7h/9IRnx6DEPDMiDvlDpaqkrjsvxVa81QLCdC9vCG+BSY5sw0Ca8kB7W4iUjSiNQVklncTEZOR9ClBCJv/AE6GgfRfrDgpK/VWlNC7ujDoVvvNZmNGaMWNwme/kmLSNJorytMq4l3j5VXsR84+fvcOluziOwvVjdpnKnFTZKBgpuIJAXnvBa3dA5u2SVHySppOun73FprS8CZglucxYJbp1YPkwApuIlIUmivH4Rrz0zr4AaQN+4ALTuH4ToHfpNba80QMEfu6MPxK0wYM8Yb9bxvX9CVSDpTcBORpNBeVwhAdmmaB7eKA7i2bK/VbIBaq4eQPbyBjNz2+BUmjBvnbXfuDLYOSW8KbiKSFNoOFAHptbh8T/LG1QFuwMtfuU5o3TNE3aQ+qKjwtlVVQVYh6U7BTUSSQuRAIRkFLWQOigRdSqAyB0XIHXuQI2+UD6i7NLK/GNeWRZ5WTIi7WHDbsSPQMiTNaR43EUkKkboicgLqJn11ex0Alx1nfrlEK56/g/2/nU/zm6MomNa/Vc1bdmtheb8UFkJpqVrcJFhqcRORwDnntbhllzYGXUpSGDRxL1lDj9Dwt9Nwru/nuU5oXDuO7BH1ZBYf9a/ANFZRoeAmwVJwE5HAdTQMwkWy0n5gQowZFC/YTtvewbTsGtbn85rfHE37wUIGf2DbSa+8ID1TcJOgKbiJSOC6Biaoxa1L4YwaMgpaaHjt1D4d7xzU/+8Esoc1kj/5bZ+rS1/jx3vBTXO5SVAU3EQkcJEDsalAFNxiLKuT4rk7adkxgrZ9Rb0e37x5FJG6IgafsVWtbT6qqIDWVti7N+hKJF0puIlI4CIHisgsbCEzT/OOdVd4+k4su52Gv5241c1rbZtI1tAj5E/p32AG6R9NCSJBU3ATkcBFDhSSPUytbcfKHBShcNZumjaNpr0h77jHHd06ksj+Yu/eNv1U95WmBJGg6Z+4iASqa41SDUzoUfGCHeCgcdX4Ht/vam0raaJgWm2Cq0s/anGToCm4iUig2utjI0rV4taTrMFHyZ+yh8Z1p9DZ8t6pN49uH0Hb3sHR1rZ+zB0iA5KfDyNGKLhJcBTcRCRQka4RpWpxO57B79uOa8vi0F8nE6kr6JrbzTmof3kCmcXNFEyvCbbINKIpQSRIWjlBRAIVG1Gaoxa348oZ2UD+pD0cWVvBkbUVWG6E3FGHySxuoW3PEIaetx7LVGtboowfD6tXB12FpCsFNxEJlDei9CgZGlF6QqUXrSFSV0jbnhJa95TQtqeEll3DyBrcTOEMtbYlUkUF/OY33lxuGeq3kgRTcBORQEUOFKmbtA8sA3KGHyFn+BEKZ1UD0BnJAGdYlmaDTaSKCohEYM8eGDMm6Gok3ej/FUQkMO+MKFU36UBkZHeSkdMRdBlpR1OCSJAU3EQkMO2H83HtmWpxk1AZH52ZRQMUJAgKbiISGA1MkDA65RRvq+AmQVBwE5HAaCoQCaNBg2DUKHWVSjB8DW5mttTMNpvZNjO7rYf3c83s0ej7r5lZRXR/hZkdNbPK6OPebufMM7PXo+fcbabllEXCKnKgiMyio2TkakSphIvmcpOg+BbczCwTuAf4KDAN+JSZTTvmsGuBQ865CcB/At/p9t5bzrk50cdnuu3/MXAdMDH6WOrXdxARf7Ud0MAECafx4xXcJBh+trgtBLY557Y759qAR4CLjjnmIuCh6PPHgHNP1IJmZmVAsXPuVeecA34OXBz3ykXEd64T2g8WkqNuUgmhigrYtQs6NKhXEszP4DYG2N3tdXV0X4/HOOfagXpgWPS98Wa21sz+YmaLuh1f3cs1RSQE3hlRqhY3CZ+KCmhvhxrNfSwJlqyDE/YApzjnTge+CPzKzIr7cwEzu97MVpnZqv379/tSpIgM3DsDExTcJHw0JYgExc+VE2qAsd1el0f39XRMtZllAYOBumg3aCuAc261mb0FTIoeX97LNYmetxxYDjB//nwt4ieSZDSiNHlU3PZUr8dU3XV+AioJj9gkvFVVcPbZQVYi6cbPFreVwEQzG29mOcBlwJPHHPMkcHX0+SXAc845Z2bDo4MbMLNT8QYhbHfO7QEazOz90XvhrgKe8PE7iIhP2g4UklncrJn/JZRic7lpShBJNN9a3Jxz7WZ2E/A0kAk84JzbYGZ3AKucc08C9wO/MLNtwEG8cAdwNnCHmUWATuAzzrmD0fduAB4EBgF/iD5EJGQiB4o0MEFCKzcXRo9WV6kknq+LzDvnVgArjtn39W7PW4BLezjvceDx41xzFTAjvpWKSCK5TiNysIBB43X/qYSXpgSRICTr4AQRSWHth/KhQyNKJdwqKtRVKomn4CYiCaeBCZIKKiqgutqbFkQkURTcRCTh2qKLy2cPU3CT8Kqo8Cbgra7u9VCRuFFwE5GEixwoIqukSSNKJdQ0l5sEwdfBCSIiPWnbV0z2CN3flmrSbT642FxuO3bA4sVBViLpRC1uIpJQnW2ZtB8sIGd4Q9CliJyUsWPBTC1uklgKbiKSUJH9RYCRM1LBTcItJwfKyxXcJLEU3EQkodr2e8sO54xQcJPw05QgkmgKbiKSUG37irHcCJnFR4MuReSkVVSoxU0SS8FNRBIqsreYnBENmAVdicjJq6iAmhpoawu6EkkXCm4ikjDOQdv+InWTSsoYPx46O2H37qArkXSh4CYiCdN+KB8XyVJwk5QRm8vtrbeCrUPSh4KbiCRM2z5vYEK2gpukiMmTve3mzcHWIelDwU1EEiayrxiskxytUSopYtQoKC5WcJPEUXATkYRp21dM9rAmLKsz6FJE4sIMpkyBN98MuhJJF1rySkQSpm1fMbljDwZdhgxAX5azSldTpsCzzwZdhaQLtbiJSEJ0HM2mo3GQBiZIypk82ZsSpFHL70oCKLiJSEJE9mnFBElNU6Z42y1bgq1D0oOCm4gkRNu+IkDBTVJPLLjpPjdJBAU3EUmItn3FZBa0kFmgKeYltZx2GmRmKrhJYii4iUhCtO0r1vxtkpJyc+HUUxXcJDEU3ETEd67DiNQVqptUUtbkyQpukhgKbiLiu0hdIXRkkjNCw+4kNU2ZAlu3QkdH0JVIqlNwExHfaakrSXVTpkBrK+zcGXQlkuoU3ETEd237irGsDrKHNgVdiogvNLJUEkXBTUR8F9lXTHZpI5bhgi5FxBcKbpIoCm4i4ivnvDncNDBBUtmwYVBaquAm/lNwExFfdRzJpfNoru5vk5Q3eTJs3hx0FZLqFNxExFda6krSxZQpanET/ym4iYiv2rqCm6YCkdQ2ZQrs2wcHDwZdiaQyBTcR8VXbvmKyBjeTkdsedCkivooNUFB3qfhJwU1EfNW2p4ScUfVBlyHiO40slURQcBMR33Q059Ben09O2eGgSxHxXUUF5OSoxU38peAmIr5prS0BIHf0oWALEUmArCyYMEEtbuIvBTcR8U1bbQlYp7pKJW1oZKn4TcFNRHzTuqeE7OGNZGR3Bl2KSEJMmQJvvQWRSNCVSKpScBMRXzjnBbfc0YeDLkUkYaZMgfZ2L7yJ+EHBTUR80X6wANeaTa4GJkga0ZQg4jcFNxHxRWxgQo5a3CSNTJ7sbXWfm/hFwU1EfNG6ZwiWEyF72JGgSxFJmOJiKCtTcBP/KLiJiC/aakvILavHLOhKRBJLI0vFTwpuIhJ3nZEM2vYXqZtU0lIsuDkXdCWSirKCLkBEUk/b3sHQmUFumSbelf6ruO2pXo+puuv8BFQyMFOmwOHDsH8/jBgRdDWSatTiJiJx19a1YsLhQOsQCYLWLBU/KbiJSNy11paQWdxMZkFb0KWIJNzUqd729deDrUNSk4KbiMSdJt6VdFZeDsOHw+rVQVciqUjBTUTiquNILh0N+Zp4V9KWGcybp+Am/lBwE5G4at1TAmjiXUlv8+fDhg1w9GjQlUiqUXATkbhqrS2BjE5yRtYHXYpIYObNg44OWLcu6Eok1Wg6EEkJfZk+QBKjbU8JOcMbycjuDLoUkcDMn+9tV62C978/2FoktajFTUTixnVC657B6iaVtDdmjDeHm+5zk3hTcBORuInUFeLasjXxrqQ9M6/VbdWqoCuRVKPgJiJx0xYdmKCpQES84LZxIzQ1BV2JpBLd4yYicdNaW4LlRsgaqt9U0rMT3Y/6yPbozWAJvCfMz+W15s2Dzk5vgMIZZwzoEiLvoRY3EYmb1toh5JYdxizoSkSC132Agki8KLiJSFx0NGcT2V9M7tiDQZcikhRGj4ZRozRAQeLL1+BmZkvNbLOZbTOz23p4P9fMHo2+/5qZVUT3f8TMVpvZ69Hth7qd80L0mpXRxwg/v4OI9E3LrmEADBp3IOBKRJKHBihIvPl2j5uZZQL3AB8BqoGVZvakc25jt8OuBQ455yaY2WXAd4BlwAHg4865WjObATwNjOl23hXOOf1TSBOaoy0cWnaWYjkRcso08a4kh2T42TFvHqxYAUeOQGFh0NVIKvCzxW0hsM05t9051wY8Alx0zDEXAQ9Fnz8GnGtm5pxb65yrje7fAAwys1wfaxWRk9Sys5S8sQexDBd0KSJJY/58b4BCZWXQlUiq8DO4jQF2d3tdzbtbzd51jHOuHagHhh1zzN8Da5xzrd32/SzaTXq7mW6DFglae0Me7YcKyFM3qci7zJvnbdVdKvGS1IMTzGw6Xvfpp7vtvsI5NxNYFH38w3HOvd7MVpnZqv379/tfrEgaa6kqBSCvoi7gSkSSS1mZN0hBAxQkXvwMbjXA2G6vy6P7ejzGzLKAwUBd9HU58FvgKufcW7ETnHM10W0j8Cu8Ltn3cM4td87Nd87NHz58eFy+kIj0rGVnKRn5rWSXNgZdikjS0QAFiSc/g9tKYKKZjTezHOAy4MljjnkSuDr6/BLgOeecM7MS4CngNufcy7GDzSzLzEqjz7OBC4A3fPwOItIL56Bl5zDyxh3Q/G0iPZg3DzZvhkb9f43EgW/BLXrP2k14I0I3Ab92zm0wszvM7MLoYfcDw8xsG/BFIDZlyE3ABODrx0z7kQs8bWbrgUq8Frv7/PoOItK7yIFCOpryyBunblKRnsyf7/0Pztq1QVciqcDXJa+ccyuAFcfs+3q35y3ApT2cdydw53EuOy+eNYrIyWnZGb2/TQMTRHoUG6CwejWcfXawtUj4JfXgBBFJfi07h5E1uJnskqNBlyKSlEaOhPJy3ecm8aHgJiID5jqNll3D1Nom0ot58xTcJD4U3ERkwNreHoxry1ZwE+nF/PmwZQs0NARdiYSdgpuIDFjLTm++bA1MEDmx2H1ua9YEW4eEn4KbiAxYy85Ssoc3kFnQFnQpIkktFtz+9rdg65DwU3ATkQHpjGTQUj1E3aQifTBiBEyZAs89F3QlEnYKbiIyIK01Q6AjU8tcifTRkiXwl79AS0vQlUiYKbiJyIC07CyFjE7yyhXcRPpiyRIvtL30UtCVSJgpuInIgLTsLCW37DAZuR1BlyISCh/8IGRnw5//HHQlEmYKbiLSbx1NObS9PVj3t4n0Q2EhnHkm/OlPQVciYabgJiL91rxlFDgjf8rbQZciEipLlkBlJezdG3QlEla+rlUqIqmp6c3RZA09QnZpY9ClSJqquO2poEt4l77UU3XX+SxZAv/yL/DMM3DFFQkoTFKOWtxEpF86juTSunsoBVP2YBZ0NSLhcvrpMGyYuktl4BTcRKRf3ukmrQ26FJHQyciAD3/YC27OBV2NhJGCm4j0S9Pmsmg36ZGgSxEJpSVL4O234Y03gq5EwkjBTUT6rONILq27hlIwpVbdpCID9JGPeFtNCyIDoeAmIn3WvGUUYORP2RN0KSKhNXYsTJ2q+9xkYBTcRKTPmt4sI3tYIznD1U0qcjK0/JUMlIKbiPRJbDSpWttETp6Wv5KBUnATkT7p6iadrOAmcrJiy1+pu1T6S8FNRPpE3aQi8VNQAGedpeAm/afgJiK9alc3qUjcfeQjsG6dNzWISF9pySsJVLItWyM9O6rRpCJx1335qyuvDLoaCQu1uIlIr5reLCO7tJEcTborEjennw7Dh8OTTwZdiYSJgpuInFB7Q57XTapBCSJxlZEBl18OTzwBdXVBVyNhoeAmIifUuGo8mKNw1u6gSxFJOddeC21t8MtfBl2JhIWCm4gcV2drFo3rxpI/ZQ9ZxZopVCTeZs6EBQvg/vu16Lz0jYKbiBzXkfXluLZsihfsCLoUkZR17bXw+uuwalXQlUgYKLiJSI9cp9Gwejy55XXkltUHXY5IyrrsMhg0yGt1E+mNgpuI9Kh5y0g66vPV2ibis8GD4dJL4b//G5qbg65Gkp3mcRORHjWuPJWskiYGTdgbdCkiKeFE81a2tA+loeEDPPYYXHVVAouS0FGLm4i8R2tNCa21QyiavwPTTwkR3+WWHyRryBF1l0qv9CNZRN6jYeV4MnIjFM6sDroUkbRgBoWzqvnrX2HLlqCrkWSm4CYi79JeP4jmLWUUztlJRk5H0OWIpI2CGdVkZsIDDwRdiSQzBTcReZeGVRVgjqK5O4MuRSStZBW28rGPwUMPQXt70NVIslJwE5EunS1ZHFk/lgJNuCsSiGuvhbffhhUrgq5EkpWCm4h0OfzSJFxbFsULtwddikha+tjHYORIuOeeoCuRZKXpQKTfTjSkXcKr9e1iGtdUUDR3JzkjG4IuRyRpJPJn3sTbn6Jt2nj+9KdpjPzk3xh06v73HFN11/m9XqcvNfflOpJ81OImIrhOOPj0TDLzWyk5e3PQ5YiktaJ5VWQNaeLQc1NxHRZ0OZJkFNxEhMa1FbS9XcKQczeSkau7okWCZJmOIedsJFJXRGPluKDLkSSj4CaS5tobczn810nkVewnf8qeoMsREWDQhH3kjdtP/UsT6TiaHXQ5kkQU3ETS3KFnp+E6Mhi65A1MvTIiScEMhpy7ic7WbOpfmhR0OZJEFNxE0tjRt4bTvHk0g8/YRvYQrW4tkkxyhjdSOGcXjWtPoe1AYdDlSJJQcBNJU52RDA7+eQZZQ48wWNN/iCSlkrM2k5HT4Q1UcEFXI8lAwU0kDTkHdStm016fz7DzXseyOoMuSUR6kJkfYfCZW2jZMYKj20cEXY4kAc3jJpJmnPPua2t+czQlizeRd8rBoEsSkRMomruTxspxHPzzdHJHHU7oZ2s+uOSjFjeRNNPwt1NpXD2eovnbtUKCSAhYpqP0/HV0NuWy7/EFNDUFXZEEScFNJI0c2TCGwy9MJX9KLUM+tEmjSEVCInf0YUovXEPb24P55Ce1CH06U3ATSRNHd5RSt2IWuaccoPT8dQptIiGTP3EfQz/yBitWwA03oMEKaUrBTSQNtFQPYf/v5pE97AgjPrFagxFEQqro9F38y7/AfffBnXcGXY0EQYMTRFKYc9Dw2qkc/utksgYfZcSlf9OSViIhd+edUF0NX/86jBkD//iPQVckiaTgJpKiOppyOPDUbFp2jCB/ci3DPvq6QptICjDzWtz27IFrr4XXX4dvfxvy8oKuTBJBwU3epS9DvyX5tewcxoH/O4eOlmyGnvc6hbN36Z42kRSSkwNPPAFf+Qr88Ifw5z/Dww/D7NlBVyZ+0z1uIimkvX4QdX+azt5H3ofltlN21csUzVFoE0lFgwbBj34Ef/gD1NXBggXwve9BR0fQlYmf1OImkgLaDhTS8NppNG0cDUDh6bsYsngTGTn6CS6S6pYu9bpLr7/ea4F78kk4WlZK3vgD+p+2FKTgJhJSrsNo2T2UxjUVHN06Cstup2huFcULdpBV3BJ0eSKSQKWl8Pjj8OCDcOutsP+l95E15AhFp++iYOZuMvN0f2uq8DW4mdlS4P8AmcBPnXN3HfN+LvBzYB5QByxzzlVF3/sqcC3QAdzsnHu6L9dMRVpyRGLaG3M5ut1bs7ClqhTXlkVGboTBZ2ylaN4OMvMjQZcoIj7r7XfCoKsyGLZ5FEfWjuPQc9M4/NfJFEyrIW/8fvLGHiSzoK1P10lG+n3oY3Azs0zgHuAjQDWw0syedM5t7HbYtcAh59wEM7sM+A6wzMymAZcB04HRwDNmNil6Tm/XFAk91wnthwuI7C+i7UCht91fTPvBQgAyi45SMK2GQafuI29cnbpERaSLZXVSOL2Wwum1tO0tpnHNOJo2jebI+lMAyBpyhNzyQ+SNPUj2sCNklTSTMahN3aoh4WeL20Jgm3NuO4CZPQJcBHQPWRcB34w+fwz4LzOz6P5HnHOtwA4z2xa9Hn24pkjCOAc4wBmu06DTcC667cyAjgxcewau27bzaA44o7FyLJ2t2bi2LDqacuhoyqPjSK73aM6FztjYIUdWSTPZwxspnFnNoNP2kV3aqB+yItKrnJENDPvo6wxd8gZtewfTsnsordVDObp1JE2vj+06znLayRrcTFZJM5n5rWTkRcgYFPG2eREyctqxrA4sq9PbZndgmZ1YhuPgQcjKguxsyMyEjAzvYYZ+TvnAz+A2Btjd7XU18L7jHeOcazezemBYdP+rx5w7Jvq8t2sm3K23wv/3//l3/aa283o9puiexH1WqPR1SRjX80+XriVlur/vYq8H9hMpwhYADj49q+uCGfltZBa2kFnQSvbwRjILW8kecoTs0iNkDzuiFjUROSmW6cgdfZjc0YfhfdtxDtrrCokczqc99qjPp/1QPq21Jd7/YHb2beKJYf91gs+1Ez9ix3Q/vqdrxDTHfked4MdvvH4fHs/zz8P8+f5+xomk7OAEM7seuD768oiZbQ6yHr8daevTYaXAAX8rkd486G1K4f/p+rvobPYeukMtEKUf6Pp3ccFJXegDXc8eOKnrpKsPxH5GfSfoSoQ4/b5wLvFrqvbx9+GALVjg7/Wjxh3vDT+DWw0wttvr8ui+no6pNrMsYDDeIIUTndvbNQFwzi0Hlg+0+FRkZquccwH+f4LE6O8ieejvInno7yJ56O8iefk5Ae9KYKKZjTezHLzBBk8ec8yTwNXR55cAzznnXHT/ZWaWa2bjgYnA3/p4TREREZGU5FuLW/SetZuAp/Gm7njAObfBzO4AVjnnngTuB34RHXxwEC+IET3u13iDDtqBG51zHQA9XdOv7yAiIiKSTMwluvNZAmNm10e7kCVg+rtIHvq7SB76u0ge+rtIXgpuIiIiIiGhReZFREREQkLBLc2Y2TfNrMbMKqOPjwVdUzoxs6VmttnMtpnZbUHXk87MrMrMXo/+O1gVdD3pxsweMLN9ZvZGt31DzezPZrY1uh0SZI3p4Dh/D/o9kcQU3NLTfzrn5kQfK4IuJl10Wwbuo8A04FPR5d0kOOdE/x1o2oPEexBYesy+24BnnXMTgWejr8VfD/LevwfQ74mkpeAmkjhdy8A559qA2JJtImnHOfdXvNkEursIeCj6/CHg4kTWlI6O8/cgSUzBLT3dZGbro03k6opInJ6WgRtznGPFfw74k5mtjq60IsEb6ZzbE33+NjAyyGLSnH5PJCkFtxRkZs+Y2Rs9PC4CfgycBswB9gA/CLJWkQCd5Zybi9d1faOZnR10QfKO6GTsmvYgGPo9kcRSdq3SdOac+3BfjjOz+4Df+1yOvKMvy8BJgjjnaqLbfWb2W7yu7L8GW1Xa22tmZc65PWZWBuwLuqB05JzbG3uu3xPJRy1uaSb6wzDm74A3jnesxJ2WbEsSZlZgZkWx58AS9G8hGXRfBvFq4IkAa0lb+j2R3NTiln6+a2Zz8LogqoBPB1pNGjneMnABl5WuRgK/NTPwfg7+yjn3x2BLSi9m9t/AYqDUzKqBbwB3Ab82s2uBncAng6swPRzn72Gxfk8kL62cICIiIhIS6ioVERERCQkFNxEREZGQUHATERERCQkFNxEREZGQUHATERERCQkFNxEREZGQUHATERERCQkFNxGRfjKz583sI9Hnd5rZj4KuSUTSg1ZOEBHpv28Ad5jZCOB04MKA6xGRNKGVE0REBsDM/gIUAoudc41B1yMi6UFdpSIi/WRmM4EyoE2hTUQSScFNRKQfzKwMeBi4CDhiZksDLklE0oiCm4hIH5lZPvAb4EvOuU3Av+Pd7yYikhC6x01EREQkJNTiJiIiIhISCm4iIiIiIaHgJiIiIhISCm4iIiIiIaHgJiIiIhISCm4iIiIiIaHgJiIiIhISCm4iIiIiIfH/AyY0kuIb36Z4AAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 720x720 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# Darstellung der echten Parameter vs. die initialen:\n",
+    "fig, ax = plt.subplots(figsize=(10,10))\n",
+    "hist = ax.hist(mixture_samples, bins=51,\n",
+    "               density=True,\n",
+    "               label=\"Daten\")\n",
+    "xmin, xmax = ax.get_xlim()\n",
+    "norm_pdf_domain = np.linspace(xmin, xmax, 100)\n",
+    "ax.plot(norm_pdf_domain,\n",
+    "         pis[0]*norm.pdf(norm_pdf_domain,\n",
+    "                         mus[0], sigmas[0]) +\n",
+    "         pis[1]*norm.pdf(norm_pdf_domain,\n",
+    "                         mus[1], sigmas[1]),\n",
+    "         color='blue',\n",
+    "         label=\"Schätzung Mischung\")\n",
+    "ax.vlines(real_mu_1, 0, .2,\n",
+    "          color='purple', label=\"wahres $\\mu_1$\")\n",
+    "ax.vlines(real_mu_2, 0, .2,\n",
+    "          color='tomato', label=\"wahres $\\mu_2$\")\n",
+    "ax.vlines(mus[0], 0, .2,\n",
+    "          color='fuchsia', label=\"$\\mu_1^{(0)}$\")\n",
+    "ax.vlines(mus[1], 0, .2,\n",
+    "          color='orange', label=\"$\\mu_2^{(0)}$\")\n",
+    "ax.set_xlabel(\"$x$\")\n",
+    "ax.set_ylabel(\"Dichte\")\n",
+    "ax.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "6538d8da-3ff3-4bbb-898e-49eb3d4b6511",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "\">\n",
+       "  Your browser does not support the video tag.\n",
+       "</video>"
+      ],
+      "text/plain": [
+       "<IPython.core.display.HTML object>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "import matplotlib.animation as animation\n",
+    "from IPython import display as ipydisplay\n",
+    "from sklearn.cluster import KMeans\n",
+    "\n",
+    "def init_theta(samples):\n",
+    "    pis = np.ones(2) / 2\n",
+    "    mus = np.random.random(2) * 2*np.std(samples)\\\n",
+    "          + np.mean(samples)\n",
+    "    # a better way would be:\n",
+    "    #mus = KMeans(2).fit(samples.reshape(-1,1)).cluster_centers_\n",
+    "    sigmas =  np.ones(2)\n",
+    "    return pis, mus, sigmas\n",
+    "\n",
+    "def em_iteration_draw(run_nr, ax, samples, history):\n",
+    "    pis, mus, sigmas, taus = history[run_nr][0:4]\n",
+    "    ys = np.zeros_like(samples, dtype=bool)\n",
+    "    if(len(taus) == len(samples)):\n",
+    "        for i in range(len(samples)):\n",
+    "            if(taus[i,1] > 0.5):\n",
+    "                ys[i] = 1\n",
+    "    ax.clear()\n",
+    "    ax.set_ylim(0, 0.2)\n",
+    "    ax.hist(samples, bins=51,\n",
+    "            density=True, alpha=0.5,\n",
+    "            label=\"Daten\")\n",
+    "    if(len(taus) == len(samples)):\n",
+    "        ax.scatter(samples[ys], np.zeros_like(samples[ys]),\n",
+    "                   alpha=0.4, c=taus[ys][:,0],\n",
+    "                   label=\"Als 0 klassifiziert\")\n",
+    "    xmin, xmax = ax.get_xlim()\n",
+    "    norm_pdf_domain = np.linspace(xmin, xmax, 100)\n",
+    "    ax.plot(norm_pdf_domain,\n",
+    "            pis[0]*norm.pdf(norm_pdf_domain,\n",
+    "                            mus[0], sigmas[0]) +\n",
+    "            pis[1]*norm.pdf(norm_pdf_domain,\n",
+    "                            mus[1], sigmas[1]),\n",
+    "            color='blue',\n",
+    "            label=\"Schätzung Nr. %d\" % (run_nr))\n",
+    "    ax.plot(norm_pdf_domain,\n",
+    "            pi    *norm.pdf(norm_pdf_domain,\n",
+    "                            real_mu_1, real_sigma_1) +\n",
+    "            (1-pi)*norm.pdf(norm_pdf_domain,\n",
+    "                            real_mu_2, real_sigma_2),\n",
+    "            color='red',\n",
+    "            label=\"Echte Verteilung\")\n",
+    "    ax.set_xlabel(\"$x$\")\n",
+    "    ax.set_ylabel(\"Dichte\")\n",
+    "    ax.legend()\n",
+    "    \n",
+    "def plot_ani(samples, history):\n",
+    "    fig, ax = plt.subplots(figsize=(10, 10))\n",
+    "    ani = animation.FuncAnimation(fig, em_iteration_draw,\n",
+    "                                  fargs=(ax, samples, history),\n",
+    "                                  interval=1000,\n",
+    "                                  frames=len(history))\n",
+    "    video = ani.to_html5_video()\n",
+    "    html = ipydisplay.HTML(video)\n",
+    "    ipydisplay.display(html)\n",
+    "    plt.close()\n",
+    "\n",
+    "\n",
+    "max_iter = 210\n",
+    "tol = 0.01\n",
+    "pis, mus, sigmas = init_theta(mixture_samples)\n",
+    "taus = np.zeros((len(xs), len(pis)))\n",
+    "# record all values in each iteration step for plotting:\n",
+    "history = [(pis, mus, sigmas, taus, 0)]\n",
+    "\n",
+    "for i in range(max_iter):\n",
+    "    pis, mus, sigmas = history[-1][0:3]\n",
+    "    history += [EM(mixture_samples,\n",
+    "                   pis,\n",
+    "                   mus,\n",
+    "                   sigmas)]\n",
+    "    if np.abs(history[-1][-1] - history[-2][-1]) < tol:\n",
+    "        break\n",
+    "        \n",
+    "plot_ani(mixture_samples, history)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "32f0608d-777f-400f-84bf-e63603e3b9e3",
+   "metadata": {},
+   "source": [
+    "#### Multivariate Daten\n",
+    "\n",
+    "Für den allgemeineren multivariaten Fall mühen wir uns nicht mehr mit der Herleitung ab, sondern lesen direkt den entsprechenden Code:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "537343eb-8f22-43f4-ad84-1ee0e32d7289",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from scipy.stats import multivariate_normal as mvn\n",
+    "\n",
+    "def EMmulti(xs, pis, mus, sigmas, tol=0.01, max_iter=100):\n",
+    "    \"\"\"vectorized E-M for multivariate Gaussian mixtures\"\"\"\n",
+    "\n",
+    "    n, d = xs.shape\n",
+    "    k = len(pis)\n",
+    "\n",
+    "    ll_old = 0.0\n",
+    "    for i in range(max_iter):\n",
+    "\n",
+    "        # (E)-Schritt\n",
+    "        taus = np.zeros((k, n))\n",
+    "        for j in range(k):\n",
+    "            taus[j, :] = pis[j] * mvn(mus[j], sigmas[j]).pdf(xs)\n",
+    "        taus /= taus.sum(axis=0)\n",
+    "\n",
+    "        # (M)-Schritt\n",
+    "        pis = taus.sum(axis=1)\n",
+    "        pis /= n\n",
+    "\n",
+    "        mus = np.dot(taus, xs)\n",
+    "        mus /= taus.sum(axis=1)[:, None]\n",
+    "\n",
+    "        sigmas = np.zeros((k, d, d))\n",
+    "        for j in range(k):\n",
+    "            xcs = xs - mus[j, :]\n",
+    "            sigmas[j] = (taus[j,:,None,None]\\\n",
+    "                         * np.matmul(xcs[:,:,None],\n",
+    "                                     xcs[:,None,:])).sum(axis=0)\n",
+    "        sigmas /= taus.sum(axis=1)[:,None,None]\n",
+    "\n",
+    "        ll_new = 0.0\n",
+    "        for pi, mu, sigma in zip(pis, mus, sigmas):\n",
+    "            ll_new += pi * mvn(mu, sigma).pdf(xs)\n",
+    "        ll_new = np.log(ll_new).sum()\n",
+    "\n",
+    "        if np.abs(ll_new - ll_old) < tol:\n",
+    "            break\n",
+    "        ll_old = ll_new\n",
+    "\n",
+    "    return ll_new, pis, mus, sigmas"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "df33041f-34b3-4756-a01e-ca6a580df1ee",
+   "metadata": {},
+   "source": [
+    "# Anwendungsbeispiele\n",
+    "\n",
+    "## Aufenthaltsorte\n",
+    "\n",
+    "In `data.csv` sind Aufenthaltsorte aufgezeichnet. Die Daten kommen mit der MIT-Lizenz aus [einem Blogpost](https://towardsdatascience.com/simple-gps-data-visualization-using-python-and-open-street-maps-50f992e9b676),\n",
+    "in dem OpenStreetMaps-Einbindung erklärt wird - das ist hier aber nicht erforderlich."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "928a9666-38bc-4ec6-a296-317e0e04204d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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ibnvOOVrtDiem5nl0cp7puUWyzL/unucbyjepJEm4dtcIdz4ySS9zVJMKkTG0C4tLc+aabWo1v1b55XDO0e50mW+nZFaJA0dsAgoVulnKYqfHQlcZqcfUkgrNbs5sp+DAWI1Kxb/23pXLB45NbOfIIF85NkM9BtWAxV4HSzlr8tjsArsnRnz69UtkrWVqbpGHplpk7Q5znRaT8y2K0HDtyDDV6gCtXo/AhMw4SzvtUa/GuCJlchH2xbF/7b0rln/nb2ID9SrDA1UMllaWouqoxgkQMjnfodPxa5VfijNB485HJpmamuXwXIuTiz0Ia9iO5b5Tc8w1u+ACkIA0K+hlBd3cUmjAYqsgy/xSv96VyweOTSwMQw5ODAGKoQwaIUpPlSIvmFrwczoulrWWmYU2D00u0OoUtHNLlqWEUY0wiKk1hgmDmGaW4XBkaYqq4KyQ9iydbg+Mo+cDh3cF801Vm9z48ABJFCNGKWxIZlOMCUDg6HSTA7vG/YJPK3TwTbcuu/1nXrobsYqjIM0y6pUKkRjCwDDbaxFmGbWkSmqFejUmxJAVPnB4Vy4fODa5aiVhfLjKiekmmVMCEZIwwhY5rV6PTidlYKB2zuPvuece/vr2IxydhKFBeM3TxnjBc59NkiTr+Cw23rmCBsB//9hJfvpF43SznDgKCbSgl1vGkzrDNmCmmyGFMDHQYLQaUWD8cGjviuYDxyZnjGH/6BAnZ9qERqiECYUr6Kkjyg0zzdaygUNV+fxtt/FrH5yk1YLd++GhI/Abj8zw+s6nefWLX3jFBY/zmZybZs+OMXYkFbLQsKMRs2e4QrMiDOZCvRIThgmqlqKwqPpannfl8oFjCxgdbDBYjemmBe3CUhQ9krhCgHJ0psm+HaNPSEGS5zknp2f5zfdOclxh7xCkLUh2QfsEvO/jbZ7ztHkO7N65gc9q/aykdvCc63YxnAwyNFJhd6PO6MggYRhyemaBuU6BdYpzoCIojtw6VJWLW4fM87YHHzi2gEolZufoAI+cnkedoxolgKFrLW6xw/xii/HRYVSVZrPFfSdmuPuRUxxV2BFDnoGpgOnA8AQcn4LDp+bYv2vHFfHF11xBipZX3vQ0qtUnz80Iw4AosOSFQxXECEaE3CpFYYki/xHyrjx+VNUWYIxh7+gABqiEglWhl/VInaWwlsOT86RpysmpGT52z1G+cnSK1CkjwJcyyLrQa0Fu4cgUVIDTC02yLN/gZ7b2ut0uXz5+9lphT1apLN9sl4QhqLJ0+YEy2AqpH1nlXaH85dIWMdioMTBQxc63aRaKtQVRUKUoCh48cYos7fDwTIdWr0c1qeKssm8H3DVZroZ1KIfjeXml8LxhQJRmp0eSxBv7xNaQtZYjp2Y5NXXhYcvnqnklcQhov1lq6b5Cmhc0Vq+4nrdl+BrHFhGGIQdGG3SLDGstcRjR7ba46/hxPvy5Gf7io0eYarYIg4SFbo4Frjk0xIv6rS8PUa5h/uIKXPv0YRKTMLu4vbPsNpsdHjw9TygB/+M1155zv8P/9dXnvK9sqhKc6mN9Go81VVm7FsX2vE3P1zi2kPHhAeIwwtqM080O9x9tcnISmhnUgMZAm2zEUIsiJDSMxhFf9cyE2uGUagMO7Kgz0KhSq9QQhMnFNoes3ZbzQKy1HFto0etmRGGVrHD8968/SCBCmnfYOdrgBTccoFarnDd1iIgQBYYgCAhMWdOw6sgyy2Bl+/cPed5yfODYQqqVhF1jDb545BGOTHVod6AxAPUcZhdhcgbCpEt1NKKCwRU5u3ft4KpdOWlhyFxEJQwITIBzlm6voN3pMThQ3+intuo6nZTZ+R6VKKSZW4w6LAEGS7VW4ekHJ2g0zj3/ZakgCKglSi9z5QgtIwhKryhv+5xV3pXGv+O3EGMMV48Pk2WOCBgaKyf1VWqwZxSsBRMIibUYU3DV7lFe9pQDPO/6axio1mjEIVEQIaIEgSEKQ2aaXbbjuvOLaZnbq3AG1YJu1iPNe6RFl4M7hxgbHFzxueIoxPDEYb3GGJzD56zyrki+xrHFjA4PMDY0yMmZHkkS0tECGmAcuC5gc+oDFZ6xbyfX7x2nWq2Sphn1Wox0CgprKFyBMSGqwlyry75tOKy02ezSyx2KoRaGiFV6LmOwGnP97lGiKFrxuSpR+FjNomzWU6yAiKGb5lQq23eAgectx9c4tpgoirhp/zhjQwGhKxhs1BivRAQCocDuXYO85Pr9PPWqXVSrVQDiOGLXUA0xSm4LAjEExtBNLa1eRqeXbvCzWl2qSrPXpdnLScKQKEhoVGsMVWvsGmtQr62sieqMOA4JQ0MSlR3j6hxBECBAJ8u3ZY3N885ne11mXiGu3rOT5zRz7j16GnGOxY4SDAg3XL+Tr336QcZGR58wvFREGB9qcGy2RZhbjAmxtsABaWqZXmgx2Khtm8mAeV7QzZTEBIQmwCqAMlSpUq9ULvp5GmMYrMbMdTLSXkEQCAZIrWIK5ycCelcc/27fgmq1Gi+4YR97Riscm+wgAewdqXFg5zi1c1xN1yoJA5UY5zI6PQiMoRLFGLFMLvbYN5Fvmzkd3TQnCsN+DcGUgcIpcWQYWGZ2+ErUkpjFTlYGDVMmOSycwzpDt5f5wOGtqfe851Z++Q5oUi7k9h+vhe//V6/YsHxz/t2+RdVqNW686gA3XrWy/cMwYGSgSrObEwUgBFjncCjWWlrddNsEjl5eUE0iFjoWUcWEBhwgMNy4tMARxyFBYEhwpHnZUR6GIYKy0M1o1M8/rNfzLtV73nMrP33H47cz4M0Pwsd+4R/4o5+/5ZwXi2vJv9OvECLCWKPKmVnQTsEWBWlekBfKXGv7jK4q8gKrhmolIgoNOIfDMlwPqV9ijcMYQ6MSIZRBI4pCkjDAiSEvnB9d5a2ZpUFjqU8D3/1LH+Xw4cPrWh7wgeOKUq9VGKhFCAW5tRS2wJiALLPMtjrk+fb48nPqyK1SjUIq1YRqJaRWrTBcSy5rsmM1jlCFJA4Ig4CisKSFRSibxzxvtf32b597HRmALwFf+7Z7+e0/vJXFxcX1KRQ+cFxRgiBgx2CdIA5QdVTihCQKwYR0U0eru/XXMFdVcqsEAoIhjAz1OGKkUSUMVj4EdzlxHBJFBiOONLPkRYExBlVopblf3Mlbdb9xbIX7PQhf9V8/wbv+9laazbVfUtoHjivMQK1KLQppVCNETFnr6N83uw0mAxaFpXCKESEMyzQhYoQoEKLw8lKrGGMYqsSolv1CYRgQAD2r5Lkl9bUObxV1Op2L2r8L/Own4dt+9eN8+ctfXptC9fnAcYWpJhFxHGKMYFVxVikU8twx1+pt+eaqNCsQyueWFxbrHNZaFKUaX16NA6BaiQmNIYkNqkJhLQogQrObbfnA620en7rtC5d03P3Av/g/R/nEJz6xugVawgeOK0wUhUwMVMhtRpZnCBCIUFillxdburnKOcd8u818NyPNCpyzqFOsUwJRKsnlB44wDMo+DgOqEASGSlzW3jpZQVH4jLne6njPJ+cv6/ifunWRY8dW2NZ1kXzguMKICKMDdeIoJAkNQVhOBlQxFLkyvdDeMlfN1lo6nZSZ+RaPnp7inodPcc+jkyy0ekRhCCZAjCEODVFoCC+zqQrK168eRziFwEAYBDjr6BUOVP3iTt6qyLKML19mX/cp4L2f/tKqlOdsfh7HFaiSxIzUEubIaLUdxghxGOEomG72uCrb3JMBVZVOt8vJ+Q7NVo9mlpN3CyQMcbmQGyEMLfVKQChKEoZUomjVZsZXkogw6OFUyQtX1mxEcCp00px6Ldk2s/C9jXFqapbV6OL+/O3Ad6zCic6yZjUOEXmHiEyKyF1nbf9REblPRO4WkV87x7GvEpGviMiDIvKmZe7/LRFprVXZt7sgMAwPVHFOCQKITIRVxRaKdY5mZ/M2V6kqi802dx+b4cSpJqcXe7QWUjrOYC1oGBEbQdVhAiEKAuIwoLoKzVRnhGFALQ4xolhbjqQKjHmsuc83V3mX65N33slqzAmfW4VzLGctm6r+GHjV0g0icgvwWuBZqvo04DfOPkhEAuB3gFcDTwW+W0SeuuT+m4GRtSv29icijNariChGtb++hMMEAYGEzLV7m7a5qtvt8cDpeRYWemQEpD1LV0KkcBSqxCYgjCNiE2IQQqNUktUNHCJCvRJjRBApA4mokitkuaPby1btsbwrz9TUFH/+TxndVTjXyKXNd72gNQscqvpxYPaszW8E3qyqaX+fyWUOfT7woKoeVtUMeDdlsDkTVH4d+Om1KveVolpNGG1USKqGcl07xQTlLOjFzuYcXeWc49R8i7lmipGYbi9DEWyakjmLs4oJA2KjRKEjCBz1SsRIPVn1XFJxFBIFhmpS1nSscwT9lCML3czP6fAu2ae/8iB3AWfX+8eAl1fg9XtWfq6nHVy9ci213p3j1wMvFpHPisjHROR5y+yzFzi65Pax/jaAHwHer6onL/RAIvIGEblNRG6bmpq67IJvN8YYdgzV+x3GShjHhEawKmS5stjZfLWOTqfH8bk2YqFQi6pSqCuHwnbaSKhUQ8WEMNhI2DNUY8dwnWolXvU+hyAwJHGIuvI1iqKQwBicGNLMz+m4knU6HQ4fP8Xn7nuU277yMI+emqTT6a34YuKTd8+yXGPnPHDLV9d50xu/jj/95jGeusw+Z7tqz+hFlHzl1rtzPARGgRcAzwPeIyLX6Aq+oURkD2U3z8tW8kCq+jbgbQA333zz5voG3CQGa1XqcQehIMsFxRLHIdVEmG+nDNWrmybra1EUnGp2kUIJw5A0tYiBBEMra9NoBOyqR9QHKozXKwz0y75WndQiQiOJWGinRKGgCOosViEKhcVuRpJEPvHhFWZmZoZPfOUY04ttkiBCXMrnMxitx+waHeKqncNMDA1SrSTnfG98/Mjy57bAM64+QBRFvPgFL+Bp18/ypl/7NB86T3mGhlaviXap9f5WOAa8tx8oPiciDhgHllYJjgP7l9ze19/2bOBa4MH+l0FNRB5U1WvXpeTbUJJEDNUrFK4LBBhTfgHmrpzM1umlDG2CwKGqLLZ6tNopYRTR7hZUQrAakGU9hgdrPPPABOPDQ0RRsG5f1kkSUatEZLmlcGUC3jAwBIEhzS29tKBaWb3RXN7m1u12+cevHOXkqVmSpMF0p810t0MlADFViinDw6cXqEbC0GCV3cND7BxtMNKoE8flKMZ2u82p8zzGwV0Tj/09OjrKN33TVXzo/z5yzv2L3NJsNhkYGFitpwmsf1PV+4BbAETkesrU8tNn7fN54DoRuVpEYuC7KJunblXVXap6UFUPAh0fNC6PMYaxRoUoNFQisA7yLKeXWYqiYGqxi7UbP0IoTTNOt7o4Bw5DJRQwhkolYmSwxrOu3sXuidF1v8I3xjBcjREjBKJEYUBkhEIhCg1pYR8bdeVtf6cXFpmcaZJUB1AT0cscvUxxKM2e0iqEZi9jupNyerrNnUcm+Yc7HuTvb7+P+x4+xvxii4999rZznv8qYKBef8K2XeMVfu5lE8vu//3PhGOzbT5y50OrngBxzS4nReRdlM1K4yJyDPgF4B3AO/pDdDPg+1RV+81Qf6iqr1HVQkR+BPggEADvUNW716qcV7paNWGwWmG22SZNFYNCCNYa5tsp7U6PwYH6hU+0RpxzzDS7dDsZjgCrlsAY4ijASMHYYIOJocaGNQlVKjGN3NFJM6wawCIKTg29tCBZpYmH3uY3Odsj0IC8m5EaS0fBJDHTCxl7x1ICVZxEgNByBlOU86Xa7YwvPzzN3YdP8p8+dO5ZBi/az5Pe59eMj/HAqRZveuEALqoxNX2aky0YqMBgUseZCg+emqVeTXjJU5NVW/hpzQKHqn73Oe763mX2PQG8ZsntDwAfuMD5G5dVQA8oM+ZODFaYnF/EIEhoUGfpqRCpZWqhzcAGLivb7aZMt3qIBFhnqIRKbg1h4EiimL2jDaJobdpxV8IYw0A1IisKxCmFMwSiFA5ELYudjCQOLyudu7c1pLaHqKNZWIq8R5GlTM+UueCu3V0limMK7aCuINSIIEyITEQhwvT0JKe7509q+MqbJ1DVJ3wWR0aGePF1u/nUQ465uRbksKMOGkcUGEIr1IKYI6fneNr+Fns2e+Dwto5qJaFeSRApaPUEtMCEIdY6Ti502DueUams/xKVzjlm2j1cbsk1RLXAqpBEBlHHrpHahpTrbFEUUk9iWr0y95dDUFcuOdjLC5qdlEG/QuC25pzDKEgSU3M5WZ4z01FsB0ZGYDCpUGQ98jwHY6hXKqg6Cpcj6uh2U4oLJMNNqfDlhx6lEoUYExCHEY1qzPjIEK96VpUjk/N89K77mZtJqVajcqh6EJAgaFYwNddlz/jqPF8fODyMMYw2EmZbPdQKEhiKLKcoLLGzzDY77E5Wf0jrhaRpTqtbEEUReS6IOpwIgTiSOGaoVtkUHc8iQjUJ6WQ5gZa1DVV9LAniYicjCgJq1fV/Db31kaY5YZgwUa0xLyk2iqjUU555tbBzqEIYVFlMuzSqVZppQdrtYMIQxVGv1rFRQEvO35+YFxGPTnYIwoiBSkw1cUw3ewRGGG5E7B0Z4qsP7eHW+SMstDrsGRkhViVFqYqhm6er9nx94PAAGKpVCYMm1li6qcMWGWICYgyn5zuMDzWIVyEt+cXo5gVxILSKMrutE8E5R15Y9k+sf3nOJwwDKlFIV8uJk90CRMA5sOrK4BGaTVVmb/W0uiliAhq1KpV6jcAJViyj9Ygb9o0zUK/QbveYabc5dmqWE4tNcKAmIsYSOfjkeVaAHQVMmOCcJcRgrdLu2TJLM5BlBVGUk+XQ7kA7gyRZYCgMMUmV4dEhquHqfd37wOEBZSfvWCPhaHcBawPiMCSMY3CWZi+j1e0xus5fenlukSDAmHJmuzMBmjtqlYihenVTXb2LCLUkpFdY8jTHGIO1jsw54lD6KeszRtZwbom3MVSV+U6XolBMFJGoEsYhTgvC0FCrxARBwOBgncHBOgd3TdDrpcy1OkzNt5he7HDt7mHmv7xcIo3SD99SJVAlDMrPZa6WJAiwoohCO7fYXspC0zE2CEET8p6jqFoGRRmqxYwOr163sA8cHvD4TPLjsy2qkcFEIUWWYxGq4phZ7DAy2Fi3Lz1VpbA5zU5BGBgkEBQwBIw2IsJVvHpaLVEUMpA4ummGK8q5HYGhXPBJHfPtlHol2tSZh72Ll+cFzW6OU6ESh+RFgbWOJBEGq/GTJtGKCNVqhWq1wp6JUYqiYG6xCR88d+AYrYyhBkyg2DxFEIIwJM8tKopTh4rQtY69O/cxOpKSmIAkDolMOb9ouFpdtefse+u8x9SrFUYbFaIEOt2MrMgxQOFgutkjy9YnjYaq0ktzOrkr5244RUUIjDBYS6jEG98hvhwRoVop259BiUNBVbDO4fq/51rpppgb462ebppjEJxTcmsxKog4osAw3LhwzbjMhHD+z9bO0UGGGzGRMWTOUWhB4QpUypmnSRgjTjAIg0mF0fogA7UGA9UG9WqFejWhVlu9z83mu2zzNkwYBkwM1phrdhEgDKJyzYnMIuKYb7bZuQ5Xy3leMN/uYQslCg3qHE6VaiBUYkO8CWsbZxhjGKwldHNLltn+l4ZgAkM1Cimc0k0L6lXjm6y2iW6aIyZATLm2jWjZ7xAINFY46u+BU1NcAyzXzfGj18G1e0dpdzMKW6AuIrOOzApxEJA66KUFhVoigRwYiEMQITBKnETsHqmt6pDwzfsJ9NZduTpgDRPMEQeOzIErMkwYgSrHZluMjwyu6ZwEVaXZSVns5YgJUddP9x4GBCEYCYijzT0nIopChiox00WXCIMJBAGKwhGGQjfNSaJg0+QB8y5PL0/ppgViDAYIIoMW5UVOssJ0/g8ePcbeOhxuP3H7fuA7Xv1cdo4OPWG7qpLnBd00Z7HTY67VBRRsTLdwFCpUo4g4EcaHqow2VncSr3/nek+QJDETg1VO2TZF2xIG5XhxqwWL7ZRON2WgUVuzx8/zgtl2l263ABOi6nAIYSBYq9SSYNPPxBYR6rWYTl6QFY4gKGeRixGMGKwqndQyEBg/t2OLs9bS7BbkhcOEIc461FkatbLJciX/3zzPOXysoNOFF1Qhz8AGIBlcsx92jT85w62IEMcRcRwx2Kiyc2SAVqfHdLPNzEIHBOpJwmAjZrhWo1pd3eZdHzi8JxARxgdqHJ9uEUWGyIQURUFa5NQrwlyzs2aBw1rLqZl5Hj41hysMQRLSSCLCKKKwBY2kQm2LJA0MgoCResJ8JyNNy9E1gUBWOKIA0iwnDlj1D7S3vrq9jMIqAlhVxIEzjsSE1Fb4v52db7LYBKcQhmUzl+YwNAQHx3ksAeK5nAkio3HEyFCDq3dZ8sKhQGhkTRJ/+sDhPclgvUocG1zH0suhsClBEKFWObXQZu+OkVVvrsrznOPTc3zhkUk0VcKoQtjLmS9guGpREzHaSLZU6o44jhhCmHUOVSErHIKilH0d8+2M2Kcj2dJa3QwRg1NLuZim4BSywlJb4fD1R2fmMDGogjrAQGQgiuDa/bsuqjwiQhSFrHUWHl9P9p4kjiN2DtYgUPIiJwxC4iAkd0K3l9Pprt4MVIA0TXno5DRfOHKKdjMFIrLCkWs5S9yJMlirUKlsrWGsIkISl7UmgxIYwRiDOiWzSi/PaXezTbdglrdy3SwjLxRjDE7LNeiLoiAwuuL+jUePnyYHjAHXnzia5yABHNq7c22fwCXyNQ7vSUSEieEGx2ZaxJESSIh1BdY5rAYX1VzlnKPZbjO10KGbKY2qYWKgTr1eHr+wuMiXHjnNI5PzdLsFQ5U6HeuohKZcD10Eo2VKlK3YH1CmI4loZ5YQJbOCqiW3SmiEuVZKEgV+bscWlRf5YyllwjBETYE6U75/V/B+LYqCw5NztNtQrYKzYC2EBiYGYM8y/RubgQ8c3rIa1QrVSgjOkhZl/0MQRtjCXbC5SlVJ04y5VptHJud4eKpNIzQ06nVOzzoeSTo8bfcguS34xAMnaS62cK7sWJzKUoZDwMSIMYTOMj7SWHF78WYUhgGV0LDYSVEMWeEwAmDIbcFcK2UiDHyT1RbjnKObWWxR4EQI0wICpZaEhMHKvloXmx2mp6GXQqUCYgAH9WHYNQy1amUtn8Il84HDW1YUhYw3qjzaa5LlGSIgTunkBWGg5xxdVRQFs4stHp5qMb/YZaHdRCxM5THdokM9qdDqNPnI7GnS1IEGVJJB2r0OaRAgaUYmQt3E5LZLfXSIvSONLf2lKiLUKxHtrEBzRxiYcrKYU5IwJM0tnV5Oo+bndmwlaZqTFUpgDCoCTnHOEQfBipupTszN006hl0McQc+WX8pxAvt2jG/aWrYPHN6yRITxoTqPTi6QuxwhwJJTFAVZYZhrdqhW4v7Eo3LtiTzPODHf5eT0ItYqRkK6NkAwxFiaPSUrMnJXcNfRaWoOrt23B1WLiRLiNCVMBLA4cg5ODPHUfWNUVzFVwkaJopDBJGI674IaFC1n5VuIAmj3cipx6Od2bCHtXtkxzpJgX2ZFdtRX2PT46Tvu5OPTsAjQgSHKhIajCvt3LL+y32bg36XeOTWqFcQoRgRU6GUZ1jlOzrXodGc5ubCPOIA4FOaaGTOdlIoRRCNyAWsdkTgWux3iuEquBd3U0e20GasEZMB0a57BgREigaSa0GwtMjw+yLOu2smBHcOrtmLZRls6t6PTywlMgHPlkEnnykzArW7GkJ/bsWV00gwwhFGIE+lfCBSIKLUVDOQ4deoUf3pbP2j0LQA94EAb9u8YWZuCrwIfOLxziqKQRiWm1Sn4zF2H+ceH4XT/vmuAH/+GGvX6MM1elxAhUKFZQC2CoCjKansYk5sec7OTDCQ10izHxAkjSYyqo1WAuIykUqXZXmRguM6LDu1l58TIpkxkeDnOzO3ICkvRnxjobDlDPwqg1cuIQ79ux1aR5lk5Y1wMoQgmBCsBtXhlWQE+89DDPNr/+0zDVg6kQJjByMDmXeR0RZc2IlITkf8sIm/v375ORL5xbYvmbTQRYWywzpfufIR3PVwGjX39+w4D77n1GJ1Oj5AAiyGIEirGlHMVTIAJAkITsqsSoVHBYrdFtVpjb73O8OAwteogOxoJtSQiz7rsmhjiNU8/yJ5d49suaJwRxxFD1YQoMogqViEMhCAIUYRmNyfPi40upncB1lraqaUoLA5whaNwjsFa1F9N88KB/74HZx77O+//nDGxhw1dEvlCVvrp/F/A7cAL+7ePA38B/O1aFMrbPMYGavz9I+Xf11FeDe0GTgKfBL7JOoaiBOMKnM2JkphADZXQktuCtCjYvWOU63ePcKKVQmaQSgIF5EmGzQQThew9MMYNu8eo11c3p85mIyLUKhG5c7RtTiUOyo7yvMAYwdmcxQ6Mhqs/29dbPd1ehnPl/9OpEihYZwkloL6CEYDWWh549Nz3X7t/c184rbR0h1T1dSLy3QCq2hFfl74iDNSrLABXQ5lksICEMvnaUaDIerhqROEKXBAwkgTlnA+FHaND7B2sMTJUR0TYMd/i2GyLtKeYisMWFaLRBrsHq+wabVwwtcJ2EYYBtTgizS3OQWYV6xSj5SSwhU5GJQ6pV1d25eqtv8dnjJeT/sQBphxVtZKO8W43o9Ne/r4QeN7Ba1a1vKttpYEjE5EqZRoVROQQ5cWnt82FYciNwBeAQ/3+izSHh/v3Zy6jl2bsGKsxmkR0CojjCrsGqww1asTx47mlJoYb1JKQ+VaPXmapVAKGKxXq9cqWHm57sUSEShJSz0NmWz2EMt1E4Sw2U8Q4Jufb7DFCZYVpub311UlTupkjMAEqgtpySePAhCsairvY67EAjABzZ933NODQgb1rUOrVs9LA8QvA3wP7ReTPgBcB/2atCuVtLm94RcJP/EPKA8DTDTzU3/4NMVy7e5irJoaJgoQwCakGAdVqvGwgCIKAwUadwVVO8bwVGWMYqCd0C0u7kwHQSQucU6IwYDbtYYywbzzYtv09W1mW57R7OZEpJ246KfORxYGsqIlxamaeHGhTNv1C2cchwI0HNu/EvzNW9I5U1Q+LyB3ACyif24+p6vSalszbNL72pS/jFzof5F3/DMdSOAC86hC85mXPZN/4EOMjgxtdxC0pCAKGqzG9LKfXybFafri6aYFVx8nZFvUkYHx40DdZbSKqSlpYiqLABhA7gQCqYYQxF645O+d4eGqaGhBQDsEdAlqUn62XPWN00/dvnTdwiMhzztp0sv/7gIgcUNU71qZY3mYShgEvfdHX8NznFGQq4BzGBAiWbm5xzm36N/pmlSQR9SRmoZkSitBKFRFHIAFZkXNkskk9ianVtv4kyO0izwu6mUWdAwPWlaPgqtWQeAXDcHu9jEdOTlOvwO5e2VTVBsaA60bhKYcOrWn5V8OFnuX/6P+uADcDX6K8KHomcBuPj7LytjERoZbE9DJHljuiMEQErA3IrZKmuV9X4hIZYxiqxUxXDPPzKWEYkOVg1RKGIb1exon5NgfjyDdZbRLtbopTQxCESGAQB1mRo2porOBzMN/uMDnvUIUdVdghYCkHnezbB+NDm3f+xhnnvUxU1VtU9RbKmsZzVPVmVX0u8GzKIbneFSKJQoJAqMchYgTnHCIQiNBKc58a/DLEccTORg0TG8Q9/jrmuSUIQ2YWesw1OzjnNrCU3hmtXkYShkRhgJbjhQgMGNEVrTE+vdCi1YJeUa6/4RRsWo5a3D1S2/T9G7Dy9ThuUNU7z9xQ1buAp6xNkbzNKIoCwiBARHF65kdwlG3yRWE3uohblogwNFBlx0CFvMgIDTjKDg+1oAKn5jq0u6kP0JtAN01ppxaMIQ4C4jggCEIq0cqSG56amub0LHQtWC2XilWFegMO7JjYEs2+K637fllE/hD43/3b/xL48toUyduMjDEMVSNOzKbkToiNAaN0eo5KXE6I8gn6Ll0YhuwdG6CZ5bSbObUkIE0dGgYkQUBmLZMLXaLA+CG6G8haSyvNydKcMElQ6yhQqhXDYPXCa4znec6nPn+ST5+ZJl4OqGMUuCaGvZt0/Y2zrTS0fT9wN/Bj/Z97+tu8K0ilEpPEIdVAsCLYwhFHIWEQsJjmvinlMiVJwjVjgzQGYsQq9XpIYgypdYQmoNPLmVzoUBQ+JclG6fYynBXEGHJrwZWd40kY0KhfeADDPfc9wJ+cePL2WWDqBOwYGVj9Qq+BlQ7H7QFv6f94VyhjDI0kYsFmiHWYwGAMFA5EHXluSZLNX83ezOr1KnsK5SQtbGHIjUUtWAdBHNDq5iy0U0YGfBbdjdDqZpggIDAWNYJaRQLBqKN+gcwHqsr7v3jknPc3MxjYIqPnVhQ4ROQI/VnjS6nq5p4X7626ahKx0MkwxmBEsM6RZRapGHpZvuIFbLzlGWMYHqiQFgXTiz3iwFAuFijkmSUIYWaxSyUy1LfIl8x20klT0sziEMRBEBjUWTBQqZz/vZ/nBUceOvf9w8NsmZFzKy3lzUv+rgDfQdks511h4jgkDAWbWjIMrijKzK7qaPYyBuoVfyV8mcIwZMdwndwp84s9kjiklzpMKFRM2d9xar7LgSjc1BlUtxtVpZOmLHQy4qAcXVgUlkKgHpkLps3p9DI65xnbcP2+c9+32azoE66qM0t+jqvqW4FvON8xIvIOEZkUkbvO2v6jInKfiNwtIr92jmNfJSJfEZEHReRNS7b/WX/7Xf3z+0/NOjPGMFCJESNYawmDgCCArBDS3JKm+YVP4l1QFEXsGqpRr0do4ahWDJEYMqcEJiDLC2abPaz1o9nWS54XtHoFrihIrcNmBU6UwWpEHF04sWGz22PsHJXEAeAbnn1wVcu7lla6HsdzlvzcLCI/xIVrK38MvOqs89wCvBZ4lqo+DfiNZR4rAH4HeDXwVOC7ReSp/bv/DLgReAZQBX5gJeX3VlcljggDoRIGZTpXhcAIRoyf07GKkiRmR6NGXAkIMIgBVMkKRxCGtLo57W7mX+910u6m9HKHVSXPy2UDsjxHUKrVCweOmbkFXFgugna2770Wnnbjjatf6DWy0qaq/7Hk7wI4Anzn+Q5Q1Y+LyMGzNr8ReLOqpv19Jpc59PnAg6p6GEBE3k0ZbO5R1Q+c2UlEPsfj6wp56yiKyrUiAuMAwVqHqgFR0qzAWkcYXjnZbteKiNCoJwznBXOtHqEJyhpHINjcURhlerFLHPohuuthttWi3cno5gUhIKFQOEdeZDQu0DFeFAVHpufIMxiPYIeBroOqgT274UXPO7SlMkSvNHC8/swX+RkicvUlPN71wItF5Fcpl9b9SVX9/Fn77KVc6uGMY8BXnfXYEfCvKIcGL0tE3gC8AeDAgQOXUFTvXIwxDFYiJhe6pM6Vy2YapZs6iIUsL3zgWCVBEDA2WCW1jk4np5oEdHsOG0BVAtLCcnqhy57A+P6ONWSt5b4jj3LX6Sm6WUCj6tjVGKMWN2AFNY52J2VydgEiSBTCBCJbfgGP1GHP+OZdX3w5K+3F/MsVbruQkLJT/QXATwHvucQFoX4X+LiqfuJcO6jq2/opUm6emJi4hIfwzqdaiYkjQySgUnYSqoJTpd3zzSerKYoidg5WSSoBRWaJY4jEUABRENLLCqYXu9tmfoeq0ul0OTE9x+ETs5yYmqPT6W7oe+rE6dN86sgU3S6MDozT6RpuOzVNL1tgsJJcsLYw3+lyeq5L1s+drgpRDHEIww3ZEvmplrpQdtwbKdcVGRKRb11y1yDl6KqLdQx4r5bvgM+JiAPGgakl+xynXGDujH0syYslIr8ATAD/7hIe31slYRhQiUIKm9PJy0yhImXSw3aaM1xYP5N8FSVJzHjdMaVd1BmcceQF5FpOwuz0CuaDlJEB2VJNHmdTVRabbQ5Pt3FFOfhirmk53cq4ZswyOFDfkBTzdx8/zUhgkKRBXhQMNEZwC9PMdBcYHrr+vMc65zg+Ocv0AiAQx5AVQA6VBuweHae+BfJTLXWhT/YNwDcCw8A3LdneBH7wEh7vfcAtwEdF5HogBs5e1+PzwHX9prDjwHcB3wMgIj8AfD3wclX105Q3UJkxN6Ldy7BOCcRgjJAXDlXrU5CsMhGhXovp5gWtXk6AwUo5n6DILUFkaPdy4tAwUK9s2fU78rzg2FyTbiulCBKkm0EYEOUpj2C5Po42pD/n9Eyban2QVm6JnEXCiFoySHtxkZHq+efTpGnOo9OzdNpgLZBDUYATGKrCdXt2bLlgf95Ptqr+DfA3IvJCVf30xZxYRN4FvAwYF5FjlKsIvgN4R3+IbgZ8n6qqiOwB/lBVX6OqhYj8CPBBynVO3qGqd/dP+/vAI8Cn+x+M96rqL11MubzVk8QhVpXICA6hm2XkOVRix3yny0CjumW/wDajIAgYHahQOKXVyYjCgDRzFIEQOiiMMtdKSaKAZAXrXm9GnV7G/GJBToAWjiy1ZO2UgWpM0c6ZbfXYFUfrOleoKApaWZfZhYzG4BjOZmS5kHYXmRhPqNfPX1to9VKOn56hk0K7Vw5EDGIYrEE9gX1brH8DLtxU9dOq+mvA94jId599v6r+h3Mdq6pP2r/ve5fZ9wTwmiW3PwB8YJn9/CXsJhKGAUkYkGYZCz0LzhEEEWmuzDRTdg7nW/YLbLOKoogdQ+DU0WrnxHGAs2XusFAhc5aZZo8dgdkys5CX6qQ5GEt7IUUlolcUGHXMNbuMDTaYanYZrEQ0GrV1K1Or02NnfZgTzVmktcjAwABTM7Mk9ZAXXH3VBWsLkzNzPPQwNHswUINeD1BwBQwPxAwNbL2llC/0zrq3//u2tS6It/WICAPVmJnFDrZwBEGAdQ5bOARodno+cKyBKIrYMVjDaYciV4JIyHMlRUnCgF5WMN/amv0deVEgamhbR6e3SCWMmO+1CYylUatw/OQ0j56eZOdgjSSOGaxVGWlUadQqaxYo51s9JibGeUqqnFps0u12GalEXDsxwtV795z3WOccdz1yjGMLkAJBF0Sgl8LwABwcH9+SAf5CTVX/t//7T9anON5WU6vEWFUCEURMfyazAYG5do+x4QHfXLUG4jhipJowR4otAFFEIS8c0Zbu71DEBOxsJDyQd5ldmKUrlrHYcKrZod3r0k07zC7WGUyqFDqHuoJqJWTXSI2BWo04CAnDgDiMqCblTxSFl/Q6qCoL3S4uV0bGJxgdHSMOI/IipVE31Gvn729pt7vcdXieRcrlYRcUAi2HlkYh7N45dkmv0kZbaZLD/8uTkxwuUNZE/qCfPde7AkVRSKMakuc5uStrGlEc4lxBp5dT+NFVa+JMZ3lmHYtFShQY0twhQZmxNVXH1GKX0AjVarLuweMtH76fn3jl+UcbLcf0B1kklYQDwyMcd5Yos2S2IMwtITH1EBZ6Gc3UEhohDkLaecp81zJSs1QrCbU4xEibdq9HJ82pJsJwvUI1jonCiGqcMFCLqVeT817x53n5Pu7kBaGJsChpnhIlws7B6gVrCyfn5jlyFBYpaxwh5RdpDziksGdo8KJfo81gpZ/ow5RDYN/Vv/06ypFV1wNvp5yM512BRISRepWFtsVYJYxCnHPkhVKLDb0094FjjQRBwHAjIbOWdicniQPyXOmpEomQW8d0q8eEMVSSaF2Dx29+5IFLCxxGCI2gCIO1Ku1ujdl8ERNE1OMKBYYsDym6bZwtMKZCEFaIjMGIxRZlDqnFrGAxzXCuXNt7rpVxYi6jUU0YrVVJ4ozsVI7DMVgJiIIQY4QojKhXEgZrCbVqQrPTJc2VwjmsK4iNIcdRjyNGBi889+Kh41OcyKBFmSMpBjpAFxiuw/AWm79xxko/0V+tqs9bcvv/isjnVfV5InL3OY/yrggD1QrVuANpmcdHnSUODGEQ0EozGluuuWTrCMOQsUaF3DqKXDFGkQIKgdgE9DLLXKvHmLAl+puMCIhggCSOGGtUmW23CVGiIECLgiy3IAYNIwghCihrHmEVI4ZCDN08RVUwEmGCACMheZFCbml1cxY75dJ7uS2YWVCCoFxDfKDiiKOMvJij221y74ljtDowNBgzUR8mboyRmIDAcMH1xa21HD41yaOUeZr6i/0RATuB3Tu25gAGWHngaIjIAVV9FEBEDgBnQmV27sO8K0GSRAzWEtCMnhNEyjWYkcfXI/e1jrWztL8jyyAMdcnkwDPBI2UiDNa0s/wtH76f3/zIA4/dPvimWwH4sZdft+Lah0hZ43CqqCr1aoXdQwOkvS5xZChUCAOl3eliXUpSG8AGEQYDNscJCIbAKWEQoggiQiARxgRYUTJbps0REaIwJC9yjAqhCp1eQatjWWy3eXhuhrl5GB8doJM7Hml2OBQmjA7WqVfiC6490273ePBwztnz+XPKbLh7tnBGi5V+mv8T8EkReQgQ4Grgh0WkDviO8yucMYaReoVuWpDnZXOVMUJhFRuob65aY0v7O2yR4lQw4nCUy/tKIHTSMpPuWnaW/8Qrr38sQBx80608/ObzrrxwTuUXvZQTHiRkx9AAxUBCGMakachirIQkpAQMJjGVKMI5oQAqoQEjFHmGcwXGBIgEiECe9zCiJEmVQAzlVxkEUYyYAIui6igQFnoZFYnZPVohjGOiwAAZ3ayDap3xweoF55LMdjo8OrX8fU3g6h1bs2McVr507AdE5DrKlOYAX1nSIf7WtSiYt7WUuasCFEVNAO7xpWXbWU5DfXPVWjrT32GdY66VEgaGvN9kFVhFArbs5MA4jtlVqzBQq9IpLOLGqMYGVJnv9phd7JIV5SiyahITICx0Y6YWUqxVVKCXFaiANVC4HAScU0wQEhglz3JEytxfKAhCvVYjCCJ6zhEYQxLXcHmXajVmaAWrL05OL3D7Oe6rAwd3b/8aB8BzgYP9Y54lIqjqO9ekVN6WE4YB1TjEugILiCnbqq0rU6375qq1F4YhY4NVCudotjPCMChTXASCQcjs+k0O/LGXX3fJx4oIxghiDCoG55QwDBkarDN01r5DQwNctevJ57DW0mx2mGy1mJ3vYlWoxlWiwNDOHGmmIIJToduzOFEKZ4Ey0Dib4wqI6zG1ciEUbNakUQnYM1SlUrlw8P3Hf/7KOe+bCKFR33oT/85Y6XDcPwUOAV8Eziw5poAPHB7QXzuiEtPLHChYBWsLiqJsEGh3M4bCwNc61lgYhowPVCmcUuRKGAtFAdYItSRB1dHqFQzWzJqm7biUEVXQ7+MIBNVyDoUAYSAX/b4JgoDh4QGGhweetGqPtZZOJ2Wh16PZ6pE3CoQYVUcnV6xVkmCEhxfadNIujSTBaoGJY67fP86u0YEVvXa3Hj73fc++kS39WbiYNcefqj5XtncelSQiiXM0zempYByEYXnFONPuUYkDv+DQOljaWe6sEEXlaKU8t0SRIcsKstCs6Kp5vRnzeNAo048rUNZAVksQBAwM1BgYqJWTDJaw1tLtZiz2euyYmuX4/AJ5powN17lm1yg7R0dXtO5JnudPWFTobM+8cWuvQbfSwHEXsAs4uYZl8ba4MAyoJxHdLCcxUBAgKBKE2KJgptVjVxRuuTQYW83SzvJ2mhOGIWlmEQNqlcwo8+2M8XDzDQcVeNK6G2dqHushCAIajSqNRpU94yM8+xLPM7vQPO/9N+7eeYln3hxW+q4ZB+7pL9eantmoqv9iTUrlbUkiQq0SkXRDMutQyg7IrCgwCIudlEYcMTjgs+autTOd5U6VXlqUQ1n7TVaxCA7HQjtjuLG58lmplu+jpcGjvL2BhboEh49PcQh4aJn7Xh7Ari08ogpWHjh+cS0L4W0fYRjQqEbMLPYIjNArwChYUYyFqXaPxDdZrYswDBkdqDBNjyJ3RJGgDnKnxEGZDLHVFQZqybqmKT8fd6Z2IYJSBg3pb98qrLXcfewYowEct2V6kTPGge/7tgNbfpnflQ7H/ZiI7ATOzB7/nKpOrl2xvK1KRGhUY5rdnMVOj0hCMqc4q1RiQ6+bMxl02BMGm66ZZDsKw5DhasyiZOVcB3EElKPdJDB0U0sUFFQr65uS5Fycc2SFIwgMgRHol3Urda+2Wl2OHO/RtbCHcjSRUn7ZPnUnXH9g78YWcBWs6DJDRL4T+BzwHcB3Ap8VkW9fy4J5W1cYhkwMVsoUETgCIAiEvIAgDGl2cuaavX4mXW+txXFIHIRIP22HUyhUcYWjUEerm5HnG79euaqSW4fTMnVNUVic6iWNqtpIJ+fmufNw2TF8mHLluUnKXFUHd8PIwNbMT7XUSi/5fg543plahohMAP8A/OVaFczb2pIkZmKoytRCF2uEolAcSi+3hAjznR5xYHx/xzowxtCohqRFQZrlBKGhyBxWIBZDWlgW2hmjgdnQ/o6isORWMVIGCnWKc0olMoTh5umHuZCPf+5LfPmsbT3K2eJX7Rwjjrd2MxWssMYBmLOapmYu4ljvCiRStp1XkwicIwykTIlhQUKh07Wcanbo9dILn8y7bGEYMlJPqCQBrnCIKT/AWeGwCt2sTEmykU1CaVYAT6xdaDk2l2SLNGvmec777lj+vkeB6/fu2hYXSiv9b/y9iHyQJ6ZVf9LSrp631Jkmq8JaFrsZFWPIRcgyJQyFTjvnmLS4KjDE8eabU7DdRFFII1HyogcOUquIKM4JKhufkiTNHw8cZ8JXGciUJN4agWNyeo57znP/vomtt774clbaOf5TIvJtwIv6m96mqn+9dsXytouyyUrJCkfulLBQuqrYrPwyaLYyTgZt9ozKlh9pstmJCJUkpJIFNDvZY/msoD/b3xVML3bZObIx8zsKa7EqVJIIRCgKR5Y7okC2TFPVg1Mz571/K64vvpwVvztU9a+Av1rDsnjbUDm3I2ZsIOH0XBcMhFYpgHYvIxTDTLNLZISdowObak7BdmSMYaAa080tRe4QgTRzFK78gl5op0ShYWywtu7/CxEhCECdYhUMSjUJSC5x2deNcOr03Hnv3y4jCc/7LESkyZOXjIXHJnjq1lz30FtXxhiGG1V6uWN2sUsYGrrdHOdAIkfeU466FnFoGB1qbJo5BdtVFIUMJhHTeRdblKvbqSpZrpgAphe6xKFhqFFb1y/sMDTYToFzDkwI6hA1RNHWuZg4OX/+wLFdnDdwqOrAehXE297CMGTHUJVuljOz2CU2ASlKL4U4Foqu5ehcizgMGWj4kVZr6UxKkk5eMJ/1iAKh1bNlU1ZYZjieaabUknhdRwCduVyI4xBjQpyDonBbZhROnufcca486sAL168oa26r/E+8bSCOY/aNNqglERZHCJgA8gyCJKTTKjg+3/IjrdZBEASM1BPiJCDLcqD8MkhtmVQwyy3dNF/x+Zxz9HoZi+0ei60evV653vfFMdQqIaZ/PgPUKiFb5Wvqi3fezefPc/8bXrt119842/ZocPO2jEolYe9YnUdON+mhhBZyA2lqqSQhrXbOibDNgTDwneVrpNvtMrXQYr5T0Eu7NDtdkmiAIAzBlfNtGpUyJcnZ61+coarkeUG7lzK70OLUfJNuLycK+nMujKFeiZkYrDNUr1KtxBfuMzHA2bHGsVXiBu//7HG657jvxQZufvrT1rU8a8kHDm9diQhD9SrjwwWnZtq40GAyixWDatmk1eqUzVkTwxs7IW076nQ6fPnoLO1WDyMhUzPTfOGhKQqBsQnYMzDK2MAAdnCAodqTvx5UlSzLmVls8ej0AtNzLea6XYrCEYYxVgURJRJFXMG9YmhUE3aNDnJo9whDjca5/6fO0ckKQmMwocEVjk5R0Khs/sihqtxztPxCXW4O/te/rEG9fuFVA7cKHzi8dReGIbuG6+SF5dRchzgKUcCqkDtLTMBcp0c1Cv3M8lWkqhw+NckjJ2YJiFhMU2ZbHZo9KAxEbagmCq0OPWvYMfjEGl+e50zPN3nw1CzHpufp5TmokFrFYoix5VrzWc6ctQiKK1K+/MmU+7rQAJ69B773Zft55jOf+aTynWnZyoqirGm4AmMMF93itQE6nS63n6ecN11zcFsN+vCBw9sQcRyzf3wQ65SFdkYgAal1QEAQGfLU+Uy6q+TMincnZmZ565/czadS6AIR8Pwq7N0JeQh7RiaIjCIYKkCrVzx2/GKzzVdOzvDI6VkWe2k565yQXJVAyvW/UyAhwOLQPGOx2+OTdxbc3y9HAhw9AQ/89VH+s7U8+6abnnBRkFuLOodTUOsIjWCAYgtEjr/76D+d876rgL3jo+tWlvXgA4e3YeI4Zv/YANCi2c2oRSHOCHkO1SQgTy1TzS67fSbdS2atZXq+zYnZJn/94S/xD0vGHeTAp7rwlIfh5mcLtaRKGAZEoiTVOtYJs3MLHJ6a58iJaWY6bUIJKCTCOsVai9ocZwxhEKK9nFRyekXOQrfH3PzjQWMcmKdsxrm7C3/4oRP88tWHGB6oEwQBqko3y5jv5MRRRByAdVCgl9DJvr6cc7ztk+dO1XLDMAw0tk8zFfjA4W2wSiVh94hSFA6LEDjIjZIVUI1DemnBYjtjeGBt18jerjrdlJPzLWYWO7zn0eX3uRe4cVZpx4sEYglEabVmmKwq9x6tkFpHYS25hvTUELgC6xwmNFhnCFRI05TQSPltbwsqWI6dKs8/CmTAAGXwiIA75uDT9z3MUw/sZN/4CCC0UwuqWFU6aQ6iDFQCjNncgyQ6nd5jAXI5B3dun4l/Z2yvZ+NtOSJCvZqwY7hgZjHFGbAFRIEhtxajymynRxRAo+77Oy7WQrtHu6Og0RMWFDpbuw33PzpPWIPhGOIKBN0ACQuqSZW8EEQVdRkuCQmCCCkcsTqSxBCFMRMDNQb765gfm1nkU3dOAzALjFDWcOpAi7L55uRsk1avYGqhy8RARKtbkNmAiKLs9+qvPR5Hm/trarrZOu/911xzrrFpW9fm/o94V4QzM8tzC/OtLtU4Ii0seeGoxELas5zSDnuDgGol9sHjInSzgjBydFrnn5PRmweGIXKwmMNIRRhsDFEUSqtXEAtIaJAgIrKGMHAQWgaqNa7dM87B8WGGBupEUYiq0my3efDkx3nkLmgDc+Xpme8/3qEJyBB6vZwvP/QIc90ue4YHGR0YpVZJsGoYrJb/58omDxwnpucZo0wZfrY68MKDB9e3QOtgc/9HvCtGGIaMD1boZTlpYQlRbCAUhRCE0GrlnDJtdqNUq5WNLu6WEccBdvHC/QQHnyFMDI6QFRlogNEyh5URIQkNJggInCF0GWESUI8Trto1wo07xxgaeuIQWxFhaGCA73vJM8jkLj5+p/IIjweNlwJXXzv4WBNYp92j3bUEcRc1LZwaBiUgCw1Dw3XiTZ4Z9/jp0+xg+cDxr58C+/btXu8irbk1+4+IyDuAbwQmVfXpS7b/KPDvKVdUvFVVf3qZY18F/CYQAH+oqm/ub78aeDcwBtwO/CtVzdbqOXjrK4oidg7VmFzo0aUgttBTpdvOCUNher5Lmudcs0NIEj/SaiWGKgnHtEUtPv98mJGwgckdWijVSkihDnGQWksohtg6TFBQr1W5dtcYB8eHGRtunHeS5oEDB3jjLSFP3/8Q9zy0yOw07ByHkR3DQIC1Be00o6fK8EiDXpYz02kRB4ZaLCg1xuqVTd23VRQFD08uklEOAIByJLEF9gG3PO+6bTkXaS1D+R8Dvw2888wGEbkFeC3wLFVNRWTH2QeJSAD8DvBK4BjweRF5v6reA/x34C2q+m4R+X3g9cDvreFz8NZZpRIzWDjyhYLMgO3l9Aol0nIK8cxcl0AMB3cM+TU8VqBRr1BNDO0evGII/mHhyfvsBTQRTBiSGAiQcu6EBAzGBqMFYRxy9c4JnrJ7nJGhAaIVZqzds2cPr9uzh+wFGSdnFnjg+BzH5ufJshwJA0IXUQ1CnBqiOMIVymyaglP2TNSpVjf3BcJiq8PRqccn/Qnl1W4C7BmBQ7uf9BW3LaxZ4FDVj4vIwbM2vxF4s6qm/X0mn3QgPB94UFUPA4jIu4HXisi9wNcC39Pf70+AX8QHjm3FGMNgLaaX5bQXuuVKdaL0MlByIgyn59tUQsPeieFteTW3msIwZLQWs9C1fP3zBjj+kSaPKgwBJ4GdwEv2QCMIGK4l1EydqU5KHEAjCQmMYXRknBt2jDAxOnjJaWDiOGb/zjHGBuocm65z57Ep5pttBsOANLe0VNHUgVgmp9ssGmFoMGbXYIPBwc2bMfnEzDwLC+W8mIRy9JgCFeD6/TA8uD3zxK534+H1wItF5Fcpl+H9SVU9Oy/YXuDoktvHgK+ibJ6aV9Viyfa953ogEXkD8AYoq8ze1hGGIRNDNbpZwcmZFiIBzllUBRcLkgnH5tsMVBOGB+u+s/wCwjBiqKoMHLiOH371UT7+wBSzU/AcgRc/q8o1Vx0iCoV2BmqVifFBqkEAYchwLWJisEalklz262yModGocX2twvhgg3uPTXHk9ByZZFS6Ka0ip5VbhuIKO4YGmF3I+czhUzxtzxg7Rwc2ZQ3zoeMnaXbKWkZEGTTawCBww4Gd2/bCZr0DR0g5rPsFwPOA94jINboGCx2r6tuAtwHcfPPNG7eQsndJoihiz0idZjdlrpkSBSGFgs0giISiYzk236ISh76z/AJEzqzdDbt2X83rdu5HBHYOxewaGybLC9KsILcW6yyCIY5DqlFIkkSrfrVvjGF0eIBnRiGDtQpHTs5yMi2QCEardQZrDZIoIYmFbjfjwVNzLGQFV42U+Z42U+3jHz8+zdIlxkPKoccGuHbPzo0p1DpY78BxDHhvP1B8TkQcZZ/S1JJ9jgP7l9ze1982AwyLSNivdZzZ7m1TlUrCgfEBOr2CXm4JCchwuBwGawlp13J6scu+KNx2E6xWkwC5UwxgRHCqOC3/DsOAMAyorXNfgjGGwUaNG6KQ4UaVpBLT7hQkUZXcFiBlP4sjBBuyON/jvjRnz3DO2ECVJNn4Ydn33HMPf3PWFI6CcvTYMyqwZ2x4/Qu1TtY7dL8PuAVARK4HYmD6rH0+D1wnIleLSAx8F/D+frD5KPDt/f2+D/ib9Si0tzFEhKFGjQMTDZIAnDgiA0kUUDhFjGGxnTLf7G76tBQbSYHICMYIqooxQmRk2aU915OIUKkk7JsY5mn7xmjUQnAZoTFEYiiwGLV0nMUFIWnHcmy6yUOT88wvtrHWbljZrbX823ceWfa+HLjmAAw0autbqHW0ZoFDRN4FfBq4QUSOicjrgXcA14jIXZTDar9PVVVE9ojIBwD6tYkfAT5ImQ3hPap6d/+0PwP8RxF5kLLP44/Wqvze5hAEATtHBtgzPkASCrVqTBgIqmBVsQVMtrq0Oylr0OK5LaiWV/iBMYRB+duYMo39ZhAEAbvHh7lh3zj1gYRALIXNCIxgoohqYEjTgoxyXs/8XI8HJuc5NbNInq98sanV4pzj/gePcOo8+zz3qdu3fwPWdlTVd5/jru9dZt8TwGuW3P4A8IFl9jtMOerKu4JEUcTesQFy61jsZCRiyJyiapBI6LYLTpo2+wPx/R3LONPHsbRpp7y9gYU6SxRF7J8YZrAacWK2ybHpFgalXqvgrJBZh7FKxzqqSUCnmXHvYo+ZTpeDo4M0GrV16fvI85xHT0/x9n/6ynn3e+bB7T0gxzcMe1vCmUy6j2qLdppTNQEZkGVQr8b0epaTCx32+5UDn8RIv1lKFaEMGtrfvpmEYcjY8BCjQ4Mc2tXjxHyb2YUemdjyYqFQQqO02jk/9N57n3T8rzwdvvd7v2HNypemKY9MzvOZ+x7kjuVbqR6zY2xkzcqxGWye4QmedwGVSsKukRrVMEBCIQaCUEhzC2JodzJmFrsb2va9GYkIoZElNQ/6tzdX4DhDRKjVqhzcMcyhPUMMVGIcBXEsoPBD771n2eP+37vg4Jtu5V3vvpWiWG4dvkvjnGN+cZE7HjrB3Y9McfxUkwu9w7b7xYuvcXhbhojQqCaMDBRML/aQOKDILIVVCskJEE4vdoiMMDJU31TDNjeaiBCIgDHgtsbrEoYho4MNanHEsZkm0wtdUr3wRcHPfhHuPfZBfvINL2FgoHFZAbIoCu4/8igfuucw8wspiYUvnS6TNp7L1Zf8aFvH1ngHeV5fEASMDVYZqEVkWUYo4NSRF6AGsp7j+EKbVrvnO8u3AZGy3+rgzmGu3jVEo7qya913TsNf/vOd3HvkKO1255LeC9Za7nvoEd5zx/3MLaQMNYaZTmFhvkwNfy5vumX7X49v/2fobTtRFLF7pE6aW5rdjNgImZT9HVEsNBczHpVFrgnKJg9v64uiiB0jA9SSlY9U+qV/moN/miMA/sM18PrveSmNRmNFx374wx/mLR/JONMo9izghTfnaK1cX+RcfuIa+Pqv//oVl3Gr8jUOb0uK45i9o3WqUYiaMt2DM5ClSqWa0OlYjs61yTKfPHm7KCcNruyL/4w9lJlq33IYfvItH+P48VMX7AN73/tu5Qf7QeNMI9eXgA/d1ubkYTi9zDE3A7/y8hG+59u/5qLKt1X5wOFtWdVKwvhQldgIhEJYTligsI44ikh7BdO+sxwoO8WtdRTWYa3b0s14D795ZSOnapRB48zA2L9vw7s/+QX+6Uv3c+zk5JMuKqy13HXvvfz4Zx7fpjz+JXkYmFyyjOI4ZYqLGmVai2olZrB+ZdRwfVOVt2UZYxhpVOikOadmO0RRhFiHw4BAEsV0Mkunm9Oom007imitWWfpZkU5uopyVJXtL8u6VX38h5/BG373Tu47x/0NoEr5pd+jzAJ8GugUyjvec5hPcRgokxP+yrPgm7/5a/niA4d556ceBsqV+9r9cznKL8oCeLi/rUKZYfjMF2gPGKrExPH2Hk11hg8c3pYWRRF7Rhvk1jLXTEnCGAREDIUWuEyY7/aII0OSbL7sqmvNOcdiN6XXSyGIiMQRxYZqHG6ameOX4sCBA7zth+Htf3Mnf3e8/FLfBbxwP/yvo2XndZ2yqcnAY7O8b7tT+dKS81jgZ78EP/ulf3zC+ds8MXicGdx7EHiIchncHmUq9SnKkVT1VcggvFX4wOFteXEcc2B8EKdN0swSByFda0kzqFeFVjvHaYfdw2ya1NzWWrrdjE5R4AqlEgfUKvGKF0haqW4v5dW/94Unbf/bf/dcgnBrp8Q4cOAAv/yjB/jlJdvyPOe6932I/+f2soaxi8eDxlXwWNCoUH7xn0+bMtPtmaG3P3YI1MFvHeFJ6Uau2wVReGXUNsAHDm+bSJKEA2PKqfkOnawgESgiIc2UOConB55UZc+orPnkLFWlKCy9NKedpiy2Otx9/wPc8VCLtoXhQXj2gSH27bmagWqFIBAmFzo4tVRjQxwYRMqWdREwYjBGHpvpbZ3DOu03NSmPd+EqzilFuXwfUWC45X+evdxN6Rv/4Ha+9HO3rOnrsBGiKOJ7vuMbmBj+MP/jI9ljTVnPAr7m2Qm/84WUBssPp61QvpKWckEmeDxo/OwN8HUveyq/9L4nTz68Bti1A+Loyvk6vXKeqbftVSoJO4aE6cUumXO41GJFKKxiTMBcKyU0ws6RxmWnYV8aHLp5TpYVOHWoUzJrSXNHbpVumvPl+w7zqcNdAgdje4SHjin3Ty7wL246zP7d1yDG4NRhs4KFlqIIUfh4n0wQGMJ+Nlvtp0QXIO93dAem3C8vLNYpgTEIZTnOp5ps3yvkV77ylbziFUq70+HI6RnuOz7L6ekZ4NxzMA6F8FABTwnhZAE31GHXAfi3z7+WG264jr/+58/SmixrMVA2gc0AC0Cal01VVwofOLxtQ0SoViIGioLphS5RFEDhyB1gC3DCTKtHFASMDdVWlL3UOUeWFfTygiwvsNZinSPNLWlhsa6sCWQO8v425xwignOOhU6P+x7qEhuY2J+AwMT+gtaU5faTi+wYLzBS1oI0DFHnCESwrgwIQWBQp6gISjkyKggCXL+DwhiD7aeUd4BzSiDQzi2anz/tRpal27ozV0Ro1Os87WCVq3aMcvjEIPd8/l4+cI4M/N2iHCU12X/ZXvScgG+66Rns3VsuNDo5nVGvQLP7eN8HQAokAVfMiCrwgcPbZso1yxOa3Zx2L8cYQ5EX5LkShY6sq5yiTSA8IS2JqpLnBd00p5vl5P0g0bMOdeWCRwq0U0dRFBROUedADKbfGS8CohBKCCKos4SEtAPYsb8B/X0SFxHuzGktpKgGSBDgHEihRCYgCEPywiKBQQJTJiXs1ypQhwQBah1itExgWJQ1iwBFQqXAYSQgu0Bc/PAn/plvefXXreF/Y3M4M//jWdfV+fX/dxfXvf2j/ObJJ+6zFxiMgQx2T8B3PmeUl7/gJqrVx4NBVM25Y0nQWNp53mtCw9c4PG/rCsOQHYMVjuYFi52UAEMujl4KSQTzi12mFppMNBIqUYhTJevXTOIgQIKQvHA004IIJQhDgsyhIkSBAEIgBmfKb2ZnHUFosFYxUUDZ76BYp9hAqRZw8kiLXfsTVMCIMn86oz4M1qaoE8QERFGAMYpzOeosikEx/ay2BkXBuTJoaBm4nFIGMPp9H4VDXXm17S6wVsUffSznW169pv+KTUVEqNdq/MSPfQM/nKYcOXGCu4+f4v77Z7n7EajEcN1T4euechVPf+oNT+oLu2F8lEXKiGN4PGjEwEIOyTZu+jubDxzetlSpJOweKZt2WmlBCKhRWr2yBtFLlaO9LoEJEJF+xlgDxpJEjjgKiKXspBbKhaOcUyxlLcAIqLX0l/LG4bBqMbbszEbK2ewJcGCfcMejyqmjKWN7hMUphSq8+OAw9UqAA6pxQBxGdHNHNy0I+tlsnXMEgemvnVE2Xbl+enTo39+vjTgHaoTMFYiFTC3fuRPes9xUZ+CuNf4fbGZJknDj1Vdz49VXwwone0+M7eQAJ3mUslnwjB3AQMQVlVTTBw5vWxIR6tWEncOWbLpFIaDWUTjInJAkMWleAEIoAYIQmgDnHGrLcftRElFYiwT9JVdFyIqcODCgQgBk1iLOYQFRhSDA9Je3bSSGRtVwy81P4eqJh/nikQ7tpnJwN7z42l085drrqFdijBF6WUEny8mzAm0EnBkpdSmjqtI8p5laRgqDPGOM95yeWe+Xf1sqrFJfcvvMpMJj8PgwrCuEDxzetmWMYahRJS0sU/NdVAOSQBDVco3yoGwiCkJT1hgAAlP+FkdQFAQiqLX9BZAczikE5Rd5YoRKJAjlVX8lMo/VNgITUIkjaklEkkQ898ar+bbzlLVSSRhexedurSVNCw7t28F1//BxHuhvHwQW+39//cAqPuAVQNWxXOOfAfIrp5UK8IHD2+aCIGB8sEZhlfl2DyOAOLp52ZHsigxTBIRnmoDUlRfwKhRhxEBiCMIAUYcJAupx2XxVVi4MlSiimkTEcbipmiqCIKBWC6jVEn739dfzw390Pw9RNp0Z4BDwk995/cYWcosxRgh5fFLgmXrcIaB+ha1Y7AOHt+1FUcSukTpxYJjtpEgPAuPopkoPh1VHHARUQwNiiAOhVgmITUAQBiRhRK0SUUmiFQ3h3Wyuu+46fvf18OH7HmBmEcYG4ZU3Xsd111230UXbUpx1LPL4pMCAMidWAWzzBf+exAcO74oQRRETIwGDtYR2mtHpZeRFgXNRWdMQQyWOGKgm1KvJqqf+2GjXXecDxeWanJ15wlocATBP2b2x8+KyvW95PnB4VwxjDNVqQrV65Yy391bPV05NPyG/VWfJ35XGldVhtHkaZT3P8zaxow8/3jW+tC7aAPJ8+9ROV8IHDs/zvBVYWJLkSimbqqDsJK9Ut17f1+XwgcPzPG8FovoTb59JIVkBdg0OrndxNpTv4/A8zzuPZrPJHQ88wN+cvQhHXwwMNmrrWqaN5gOH53neOTSbTX7rzz/O2x889z4OmJmZoVyZ48rgm6o8z/PO4SOf/tx5gwaUTVX3TU2uS3k2Cx84PM/zzuHt/3ihBWZhFJidu+Bu24oPHJ7needw9wr2SYAdo1dWq78PHJ7neZdhpAo3X7t/o4uxrnzg8DzPu0QvrcJrbxnnqQcPbnRR1tWVVb/yPM9bJT/5VXDLM57K1Xt2UqtdWcNx16zGISLvEJFJEblrybZfFJHjIvLF/s9rznHsj4nIXSJyt4j8+JLtN4nIZ/rH3iYiz1+r8nue553PV99wPU+79uorLmjA2jZV/THwqmW2v0VVb+r/fODsO0Xk6cAPAs8HngV8o4hc27/714D/oqo3AT/fv+15nrcmXlY9933f+s77+av33UqWXWHL/7GGgUNVPw5PyEK8Uk8BPquqHVUtgI8B33rmtJSLmAEMAScuu6Ce53nncMuLzp9J+T99Bv7bb374igseG9E5/iMi8uV+U9bIMvffBbxYRMZEpAa8BjgzZOHHgV8XkaPAbwA/e64HEZE39Juzbpuamlrlp+B53pXgFU95ygX3+V8z8MV77gFAVbHWUViHta6/Lvz2s96d478H/DJlzeGXgf8B/NulO6jqvSLy34EPAW3gizyeT+yNwE+o6l+JyHcCfwS8YrkHUtW3AW8DuPnmm7fnf8/zvDW1d+9eyq+g83v3R49z/Mhxfuqz5YqAZ7zxGfDdL34GBw4cWKsiboh1rXGo6mlVtarqgLdT9mMst98fqepzVfUllCs13t+/6/uA9/b//otzHe95nrdaVrLs13tPw0+cFTQAfu9OeMnv3skjjzyyFkXbMOsaOERk95Kb30LZLLXcfjv6vw9Q9m/8n/5dJ4CX9v/+WuCBtSmp53le6dAqnOOlv3cXzrlVONPmsGZNVSLyLuBlwLiIHAN+AXiZiNxE2VT1MPDv+vvuAf5QVc8Mz/0rERkDcuDfq+p8f/sPAr8pIiHQA96wVuX3PM8DuP5quOfI5Z+n3eky0KhfeMctYM0Ch6p+9zKb/+gc+56g7AQ/c/vF59jvk8BzV6WAnud5K/CaZ47yviOXMkD0iebb6bYJHD7liOd53nk8/aqrVuU8+fZpqfKBw/M873w+e+c9q3Keerx9vm63zzPxPM9bZTMzM/zER9NVOddw4zzT0LcYHzg8z/PO4fff/ZkV7/uS89z3lf/yCpJkJQN7twafHdfzPO8c3n50Zfvd/Z9fRr1eR1VxTlFAAGMEEVnLIm4IHzg8z/Muw7fvhHq9HC0lIgTB9gsUZ/NNVZ7neZehe/Z08SuADxye53nLOHHiwsm3E2C2tfZl2Wx84PA8z1vGB27/4gX3SYEdlTUvyqbjA4fned4y7n9wZUm1r7lhjQuyCfnA4Xmet4xi8ML7ALziaVde5PCBw/M8bxnP2R9dcJ8YuPbg/gvut934wOF5nreMr7vpJq67wD7/8xW1bTWxb6V84PA8z1vGjh07+NVvneBc9Y4f3A23vORF61qmzcIHDs/zvHN4/vOfz4d/6Gl8w/DjX5Y3A3/w9TV+6o2vJI7jDSzdxvEzxz3P887j4MGD/M6bDm50MTYVX+PwPM/zLooPHJ7ned5F8YHD8zzPuyg+cHie53kXxQcOz/M876KI6srysWxlIjIFPHKJh48D06tYnPXiy72+tmq5YeuW3Zd77V2lqhNnb7wiAsflEJHbVPXmjS7HxfLlXl9btdywdcvuy71xfFOV53med1F84PA8z/Muig8cF/a2jS7AJfLlXl9btdywdcvuy71BfB+H53med1F8jcPzPM+7KD5weJ7neRfligscIhKIyBdE5G/7t/9YRI6IyBf7Pzctc8wtS+7/ooj0ROSb+/ddLSKfFZEHReTPRWRN8iyvQbn/TES+IiJ3icg7ROTCy51tgnIv2ee3RKS1FmVeq7JL6VdF5H4RuVdE/sMWKffLReSO/vZPisi1m6Xc/f1+TUTu7r+mvyUi0t/+XBG5s//ZfGz7Zi63iNRE5FYRua9/35vXosyXTVWvqB/gPwL/B/jb/u0/Br79Io4fBWaBWv/2e4Dv6v/9+8Abt0i5XwNI/+ddW6Xc/W03A38KtLbYe+X7gXcCpn97xxYp9/3AU/p//zDwx5ul3MBXA58Cgv7Pp4GX9e/7HPCC/nv874BXb/ZyAzXglv4+MfCJtSr35fxcUTUOEdkHfAPwh5dxmm8H/k5VO/0rmK8F/rJ/358A33xZhVzGapcbQFU/oH2UH7B9l1/SJ1qLcotIAPw68NOXX8JzW4uyA28EfklVHYCqTl5eKZ9sjcqtwGD/7yHgxGWce1mXUW4FKpRfsgkQAadFZDcwqKqf6b/H38nm+mwuW25V7ajqRwFUNQPuYA0+m5frigocwFspv3DcWdt/VUS+LCJvEZELLSD8XZRX6ABjwLyqFv3bx4C9q1XYJd7K6pb7Mf0mqn8F/P1qFPQsb2X1y/0jwPtV9eTqFXNZb2X1y34IeJ2I3CYifyciF1rS+lK8ldUv9w8AHxCRY5TvlbVoPnkrl1BuVf008FHgZP/ng6p6L+Xn8NiSXTfVZ/M85X6MiAwD3wR8ZA3KfVmumMAhIt8ITKrq7Wfd9bPAjcDzKKvoP3Oec+wGngF8cK3KucxjrnW5fxf4uKp+YnVK/Nhjrnq5RWQP8B3A/1zNsi7zuGv1midAT8t0E28H3rFFyv0TwGtUdR/wv4D/b7OUu9/f8hTKq/K9wNeKyItXs3znspblFpGQMnj/lqoeXptncOmumMABvAj4FyLyMPBuyn/U/1bVk/0Wm5TyQ/H885zjO4G/VtW8f3sGGO7/k6F8ExzfAuUGQER+AZigbKNdbWtR7mcD1wIP9s9bE5EHt0jZobzqfW//778GnrnZyy0iE8CzVPWz/fv/nLJ9frOU+1uAz6hqS1VblH0ZL6T8HC5t4tlsn81zlfuMtwEPqOpbV7nMq2OjO1k24oeyE+pMR9bu/m+hrHa++TzHfYZ+x9WSbX/BEzvHf3iLlPsHgH8Gqlvp9T7r/jXtHF+D1/zNwL9dct7Pb/ZyAyFlJtfr+7dfD/zVZik38DrgH/rljCibdb6pf9/ZneOv2SLl/hXgr+gPotiMPxtegA150k/8J/8jcCdwF/C/gUZ/+83AHy455iDlFYs561zX9N+gD1IGkWSLlLsAHgK+2P/5+a1Q7rPOu96B43Jf82Hg1v45Pk15Jb8Vyv0t/eO/BPwTcM1mKTfliKQ/AO4F7gH+vyXnurl/7EPAb9PPlLGZy01ZM9L+9jOfzR9Y6/f5xf74lCOe53neRbmS+jg8z/O8VeADh+d5nndRfODwPM/zLooPHJ7ned5F8YHD8zzPuyg+cHjeJZALZOYVkWER+eElt/eIyF/2/75JRF5zCY/5iyLykxdfWs9bXT5weN7aGKbMJAuAqp5Q1W/v37yJMjux521JPnB43mUQkYaIfETK9SruFJHX9u96M3Covx7Dr4vIQSnXPomBX6JMdvhFEXnd2TWJ/n4H+3//nJTrd3wSuGHJPodE5O9F5HYR+YSI3Lh+z9q70oUX3sXzvPPoAd+iqosiMg58RkTeD7wJeLqq3gRwJhCoaiYiPw/crKo/0r/vF5c7sYg8lzJT7U2Un9U7gDMJ9d4G/JCqPiAiX0WZrPJr1+IJet7ZfODwvMsjwH8VkZdQptbeC+xcpXO/mDLh4Jm1SN7f/92gTDT4F/L4onYXSpXueavGBw7Puzz/kjLD8HNVNe9nSq1c5DkKnthsfKHjDeU6MDdd5ON43qrwfRyed3mGKNdkyEXkFuCq/vYmMHCOY86+72HgOQAi8hzg6v72jwPfLCJVERmgXNQHVV0EjojId/SPERF51uo9Jc87Px84PO/y/Blws4jcCfxr4D4AVZ0BPtXv6P71s475KPDUM53jlCm0R0XkbsoVDu/vn+MOyvUvvkSZFvzzS87xL4HXi8iXgLuB1+J568Rnx/U8z/Muiq9xeJ7neRfFBw7P8zzvovjA4Xme510UHzg8z/O8i+IDh+d5nndRfODwPM/zLooPHJ7ned5F+f8BYd5l+m+qkyoAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data = np.genfromtxt(\"data.csv\", delimiter=',')\n",
+    "fig, ax = plt.subplots()\n",
+    "ax.scatter(data[:,0], data[:,1], alpha=0.01)\n",
+    "ax.set_title(\"Zu clusternde Daten\")\n",
+    "ax.set_xlabel(\"latitude\")\n",
+    "ax.set_ylabel(\"longitude\")\n",
+    "ax.plot(np.mean(data[:,0]), np.mean(data[:,1]), marker=\"+\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b0c983dc-3bb1-438d-a668-7ed541ded978",
+   "metadata": {},
+   "source": [
+    "Die Transformation auf Hauptkomponenten ist wenig nützlich bei diesen Daten:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "13f1453d-af47-47e2-be96-825a96efeb6f",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.decomposition import PCA\n",
+    "\n",
+    "pc = PCA().fit_transform(data)\n",
+    "fig, ax = plt.subplots()\n",
+    "ax.scatter(pc[:,0], pc[:,1], alpha=0.01)\n",
+    "ax.set_title(\"Zu clusternde Daten in Hauptkomponenten\")\n",
+    "ax.plot(np.mean(pc[:,0]), np.mean(pc[:,1]), marker=\"+\")\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "b1918b28-be78-445b-8028-585358fbe204",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "np.random.seed(1234321)\n",
+    "pis = np.array([0.2,0.2,0.2,0.2,0.2])\n",
+    "mus = np.random.random((5,2)) + np.mean(data)\n",
+    "sigmas = np.array([np.eye(2)] * 5)\n",
+    "ll_new, pis, mus, sigmas = EMmulti(data, pis, mus, sigmas)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "7713d7fb-b66c-4641-b206-71f5814d90d3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ys = np.concatenate([mvn(m, s).rvs(int(p*2000))\n",
+    "                    for p, m, s in zip(pis, mus, sigmas)])\n",
+    "\n",
+    "fig, ax = plt.subplots()\n",
+    "ax.scatter(data[:,0],data[:,1],alpha=0.01)\n",
+    "ax.scatter(ys[:,0],ys[:,1],alpha=0.01)\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ef7a3638-b851-4c59-ad9e-d0a4d6f93c2a",
+   "metadata": {},
+   "source": [
+    "Eine Interpretation wäre nun, dass wir die längeren Aufenthaltsorte damit identifiziert haben."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "2bd0f4fc-48fb-40c1-9370-e40025a8f23b",
+   "metadata": {},
+   "source": [
+    "## Iris-Klassifikation\n",
+    "\n",
+    "Wir werden jetzt die GMM (Gaussian Mixture Model)-Implementierung von Scikit-learn benutzen, um den Iris-Datensatz zu modellieren.\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "4339ab3d-bf7b-47bd-8a94-4872c34c6781",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Initialization 0\n",
+      "  Iteration 10\n",
+      "Initialization converged: True\n",
+      "converged after 17 steps\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.mixture import GaussianMixture\n",
+    "from sklearn.metrics import accuracy_score\n",
+    "from sklearn.datasets import load_iris\n",
+    "x, y = load_iris(return_X_y=True)\n",
+    "k=3\n",
+    "\n",
+    "# Zum Darstellen in Hauptkomponenten transformieren:\n",
+    "xpc = PCA().fit_transform(x)\n",
+    "\n",
+    "# Fit mit E-M-Algorithmus:\n",
+    "gm = GaussianMixture(n_components=k,\n",
+    "                     random_state=42,\n",
+    "                     max_iter=100,\n",
+    "                     init_params='k-means++',\n",
+    "                     verbose=1).fit(xpc)\n",
+    "if(gm.converged_):\n",
+    "    print(\"converged after %d steps\" % gm.n_iter_)\n",
+    "else:\n",
+    "    print(\"could not reach convergence\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "31e13c11-adb7-458c-9291-84308d388f96",
+   "metadata": {},
+   "source": [
+    "Aus dem Gausschen Mischungsmodell können wir auch die individuellen Wahrscheinlichkeiten gewinnen:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "d24214e4-8f17-4f86-8198-c2633a3ea968",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "y_pred = gm.predict(xpc)\n",
+    "y_pred_proba = gm.predict_proba(xpc)\n",
+    "y_pred_maxproba = np.max(y_pred_proba,\n",
+    "                         axis = 1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d49a3a82-c10a-47a2-8dc5-100a2ca57acf",
+   "metadata": {},
+   "source": [
+    "Hier wollen wir einmal die Permutation finden, die die höchste Übereinstimmung mit den tatsächlichen Klassen liefert:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "35596a33-7f64-4044-853b-b80e66d4521b",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Genauigkeit: 97%\n"
+     ]
+    }
+   ],
+   "source": [
+    "from itertools import permutations\n",
+    "best_accuracy = 0.0\n",
+    "for permutation in permutations(range(k)):\n",
+    "    y_pred_permuted = np.array([permutation[value]\n",
+    "                                for value in y_pred])\n",
+    "    this_accuracy = accuracy_score(y_pred_permuted, y)\n",
+    "    if(this_accuracy > best_accuracy):\n",
+    "        best_accuracy = this_accuracy\n",
+    "        y_pred_bestperm = y_pred_permuted\n",
+    "\n",
+    "print(\"Genauigkeit: %2.f%%\" % (100*best_accuracy))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7938a27c-cf7e-4ace-b882-49476c29e74e",
+   "metadata": {},
+   "source": [
+    "Und schließlich plotten, wie das Ergebnis aussieht:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "ac35d6e6-5523-42c8-b20c-bd361a126861",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "    \n",
+    "# Wir betrachten direkt die Marginalverteilungen\n",
+    "# in den ersten 2 Hauptkomponenten:\n",
+    "mvns = [mvn(mean=mu[:2],\n",
+    "            cov=sigma[:2,:2],\n",
+    "            allow_singular=True)\n",
+    "        for mu, sigma in zip(gm.means_,\n",
+    "                             gm.covariances_)]\n",
+    "\n",
+    "x_wrongs = xpc[y_pred_bestperm != y]\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(8,8))\n",
+    "ax.set_title(\"mixed Gaussian model, sklearn EM-fit\")\n",
+    "xs, ys = np.mgrid[-4:4.1:.2, -2:2.1:.1]\n",
+    "for i in range(k):\n",
+    "    zs = mvns[i].pdf(np.dstack((xs, ys)))\n",
+    "    ax.contour(xs, ys, zs,\n",
+    "               cmap=plt.cm.Oranges, alpha=.7)\n",
+    "ax.scatter(xpc[:,0], xpc[:,1],\n",
+    "           c=y_pred_bestperm, vmin=0, vmax=k-1,\n",
+    "           label='Daten')\n",
+    "ax.scatter(x_wrongs[:,0], x_wrongs[:,1],\n",
+    "           c='red', marker='x',\n",
+    "           label='Fehlklassifiziert')\n",
+    "ax.legend()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "313a0545-927b-460a-9194-d9575daf6a28",
+   "metadata": {},
+   "source": [
+    "## MNIST\n",
+    "\n",
+    "Auf dem MNIST-Datensatz schauen wir uns an, wie gut GMM funktioniert und wie man damit auch generativ neue Samples einer Klasse generiert."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "b1461ff7-2482-40d3-b82a-314943d1be0e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "kept 29 of 64 dimensions for 95% of variance \n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.datasets import load_digits\n",
+    "x,y = load_digits(return_X_y=True)\n",
+    "vargoal = .95 # keep so much of variance\n",
+    "pca = PCA(vargoal)\n",
+    "pca.fit(x)\n",
+    "print(\"kept %d of %d dimensions for %2.f%% of variance \"\n",
+    "      % (len(pca.components_), x.shape[1], 100*vargoal))\n",
+    "data = pca.transform(x)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "dfde9366-bd91-4e71-82cc-c2123051913c",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 100 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def plot_digits(x):\n",
+    "    so_many_rows = min(100, len(x)) // 10\n",
+    "    fig, ax = plt.subplots(so_many_rows, 10, figsize=(8, 8),\n",
+    "    subplot_kw=dict(xticks=[], yticks=[]))\n",
+    "    fig.subplots_adjust(hspace=0.05, wspace=0.05)\n",
+    "    for i, axi in enumerate(ax.flat):\n",
+    "        im = axi.imshow(x[i].reshape(8, 8), cmap='binary')\n",
+    "        im.set_clim(0, 16)\n",
+    "    plt.show()\n",
+    "\n",
+    "plot_digits(x)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "715c78f9-0cb6-4d80-8102-fed54dfd4b8d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[ 1 11 12 15 24 49 50 62 65 98]\n"
+     ]
+    }
+   ],
+   "source": [
+    "gm = GaussianMixture(100, random_state=23)\n",
+    "gm.fit(data)\n",
+    "\n",
+    "new_data, new_labels = gm.sample(10)\n",
+    "new_data_in_old_coordinates = pca.inverse_transform(new_data)\n",
+    "plot_digits(new_data_in_old_coordinates)\n",
+    "print(new_labels)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a4c47178-d237-4934-a0e8-878c1cfcf0f0",
+   "metadata": {},
+   "source": [
+    "Diese neuen Ziffern hat das GMM für uns generiert. Warum aber sind die zugehörigen Label nicht die Ziffern 0--9?\n",
+    "\n",
+    "Weil wir im Training gar nicht versucht haben, pro Ziffer genau eine Normalverteilung in der Mischung zu haben. Mit den hier verwendeten 100 einzelnen Normalverteilungen klappt es aber, neue Ziffern zu generieren. Wenn wir die Klassifikation noch separat laufen lassen (etwa mit SVMs oder auch direkt als latente Variable im E-M-Algorithmus), haben wir ein Modell, mit dem wir auch gezielt neue Ziffern einer bestimmten Klasse generieren können (z.B. gezielt eine $7$).\n",
+    "\n",
+    "Um etwas Einsicht in unser Modell zu gewinnen, schauen wir uns einzelne Mischungskomponenten an:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "74e47f30-54f8-43fd-94f5-b280a76f9d07",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdAAAAA8CAYAAADWrOtNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAALE0lEQVR4nO3dd2hU2xYG8BVjxQrWYAv2ir2BvffesWABQcUeY8NesCv2gg0VUVAQBMXeg7F3scReYzQ27Ll/+HJ5zvrW5JydPB/C9/vr3u/ufV2ZOXO2M7Oyd0hCQoIQERGRP6n+3wUQERH9jbiAEhEROeACSkRE5IALKBERkQMuoERERA64gBIRETlI7Wdwjhw5EsLDw3/Lfv78Ccd++fJFZY8fP1bZp0+f4PxChQqpLHPmzB6qFLl//77ExsaGiPir+ePHjyqLjY1V2bdv3+D87Nmze8qQxJpRvT9+/IBz3r17pzJUb0hICJwfFhamsowZM3qo9pdz587FJiQk5PTzGL9//15lr169Upk1P0+ePCrLkiWLh2p/cak5Pj7eU2ZBj6l1XaRKpf9OG6xm69fQnj9/rjJ03VqvKfT6zZo1KxybIUMGlbk8zujPfPHihco+fPgA5+fOnVtlOXPmhGORYDVbr/nPnz+r7NGjRyr7+vUrnF+uXDmVWa/XQEnd575//w7nocf/7t27KrPuzajm1Km9LSXB7nMWdH9AP1u6dOng/Ldv36rMui7Q6yHxukDjfS2g4eHhcvbs2d8y62KOiYlRWWRkJCoOzl+1apXK6tat66FKkcqVK//7z6hm68I4ffq0ytavX68y9KIWEenZs6enTES/SBJrRvVaN+u9e/eqbMOGDSqzLqxx48aprGrVqnAsEhIS8kDE33Vx/Phxla1cuVJl1nMUERGhssaNGydd7H8Eqxn9BUpEZM+ePSrbt2+f5z+zSpUqKrOuC7TYBqsZ3cBFRObNm6cytKjWqlULzkev3xYtWsCxpUuXVlloaKhZs/Xcopv4woULVXbq1Ck4f8iQISobOHAgHIsEe5yt1/y1a9dUNmrUKJXdu3cPzo+KilJZmjRpki5Wkr7PxcXFwXnoL7Ht27dX2fnz5+H8gwcPqszrG4Vg9zkLuj+gRbVIkSJw/q5du1RmXRfo9ZA6deoHVm38CJeIiMgBF1AiIiIHvj7CFdHfuaC3/iIit2/fVlnbtm1V1r17dzjf68e1XgTWPG3aNDgOffxZu3ZtlTVv3hzOL1OmjMq8fp/x3wLrHTx4MBx39epVlTVs2FBl6DsLEZGKFSv6rs0SWPPYsWPhuKNHj6qsZs2aKitVqhScX6FCBYfqvFm6dCnMZ82apTJUc7169eD8fPnyqSx9+vQ+q8MePnwI8y1btqgsV65cKrO+m8uRI4fKrGs5qe1AA//7sGHD4Lg1a9aorFWrVipDH9WKiNSoUSNoHX4Efk+IvnsXESlQoIDK0Fcj7dq1g/O9flzrRWDN1seqRYsWVRl6TNetWwfne/24NqVMmTJFZaGhoSpDfTMi+Lv1lNrClu9AiYiIHHABJSIicsAFlIiIyAEXUCIiIgdcQImIiBz47sINtH//fpjPnj1bZYMGDVKZn51vXAV2D6INCERwByvqDEypDkpLYL1nzpyB41C3H/oFfWsXFa+7h3gRWPPJkyfhuL59+6oMXReoy04E79STUg4cOABz1K2Mfjk7JTsqvXr9+jXMS5YsqbKdO3eqDHUoiuDdaqyfz3quEgVeG+g1JfL7xgCJNm/erDI/O0+58to9v2zZMpU1adJEZSlxbSTVOZqcmlEHc6ZMmbwVlkKsjnC0WQjaSMHP/cy6JyZ1LQfiO1AiIiIHXECJiIgccAElIiJywAWUiIjIge8uksAvqocPHw7HLV++XGXjx49XWaNGjeB8tH1d/fr14Vi/TT3W9oNoKzd0Ognaxk0E7/CPtvfzy9ruEJ24gU6vyJ8/P5zfoUMHlaHtFkVEsmXLZhcIdO7cGeaLFi1S2Zw5c1RmbTPYu3dvlTVt2hSO9Xr8XSK0baMIvpZRs5a1ZSJqnEJHb7lAzRQiIocPH/ZUh7VFHXr+UuJaFhEZOnQozDdu3Kgy9Jyg61ZEZPTo0SqzTiJKSuB9rk6dOnAcujbmzp2rMuv5btmypcqs12BSzVOBNVv/H3Qfjo6OVhlq6hIR6d+/v8q6dOkCx/q5b1ins6DjyNA1YL1+0fWWUg1/fAdKRETkgAsoERGRAy6gREREDriAEhEROUj2VjRoFxkR3PCDziO8fPkynL9jxw6VWbsWWV/wW3r16gVzdNbkhw8fVGbVjJphrCYrP+daNmvWDOboXD50PuHNmzfh/MWLF6vM2s2jR48ewUpUUHOECD5nMjw8XGVWzStWrFCZ1USGzpIMBjUGiYhUqlRJZVeuXFHZpUuX4Hx0DUyYMAGOtc5BtVhnII4ZM0ZlaKeXmJgYOL9bt24qs85LbdCgQbASlcmTJ8McNaegxhJrZ6758+erbMCAAXCs3zMtp0+fDnN0f/j06ZPKTp8+Dedv27ZNZVaDC3pOgpk6dSrMnz59qrLChQurzGrqQTu5WU1SViMTUqxYMZivXbtWZc+ePVPZ9evX4fyOHTuqbMmSJXCs1XBp4TtQIiIiB1xAiYiIHHABJSIicsAFlIiIyAEXUCIiIgfJ7sK1ugBRVxeCtsoTwWfRoc5CEfvsSUvBggV95YG6du0K81mzZqlswYIFcOymTZs8/VkiIiVKlIB56dKlVYY6lVu3bg3nFylSRGUzZsyAY63tBC3W84+6TNEZn+hsVhHcyY26n0VEWrRoEaxEBXUDW3nz5s1V9vHjRzgfXbfWmZhoK8ZgrMcZbV/mZ8tL1CW8Z88eONZvF661vRvK0faB7dq1g/PHjh2rMqt71u/jjDqxRfBWgeh6tq7F3bt3q8zq3Le2x7QUL14c5mXLllUZOmsU3R9ERPLmzasyq9s2sBs/2JmmqENfRKRfv37mHC/Qb13s27cPjkWd4MHwHSgREZEDLqBEREQOuIASERE54AJKRETkINlNRIFn0CX6/v27ytDWcSNHjoTzT5w4oTK0bZaIyI8fP37792BfVAdz69YtlaEt2xo3bgzno7FW44b1uCHWOYDo8YiKilKZdY7j0aNHVWZtceanXhGRDBkywDw+Pl5lx44dU5nVdIG2RPN77qdfx48fVxna8tB67O7cuaOy6tWrJ7+wII4cOaKyevXqqezGjRtw/v3791XWqVOn5JYV1IULF1SGfg50rqmIyN27d1UWFhaW7LpE7OsZ2bVrl8qspjg09smTJ94LCyJt2rSex6IzQmfOnAnHoprj4uLgWLQOWKwmvO3bt6usVq1aKkNbVYrg+6R1prNffAdKRETkgAsoERGRAy6gREREDriAEhEROeACSkRE5CDZXbiBHbCJUOch2nJt1KhRcD46oHXr1q1wbOABtEl1jFqdYc+fP1cZ6hJ++PAhnI+6HP1s2Wf58uULzNF2VH369FHZ+/fv4fxq1aqpbMuWLXCs3y5c6zGOjo5WWe/evVX25s0bOL98+fIqs2pGW6oFYz3OL1++VFlERITKrMOp0XMyadIkX7VZrJ/x4sWLKkPdq+hgYhGRKVOmqKxNmzb+ijNY1wbaFm/16tUqGzFiBJxfp04dlU2cONFndRg6JFsEH+6Nto6zfoMA3ecOHToEx4aGhgYrUbEeZ3Q9o8PS0dakFnTotYh+ToPdR6zfWPj586fKWrVqpbLXr1/D+ZGRkSqztkf1i+9AiYiIHHABJSIicsAFlIiIyAEXUCIiIgchfra9CwkJeSUiD/535aSYggkJCTlF/r6a/6J6RVjzn8Ka/4y/rWbe5/6Mfx/nQL4WUCIiIvqFH+ESERE54AJKRETkgAsoERGRAy6gREREDriAEhEROeACSkRE5IALKBERkQMuoERERA64gBIRETn4B9CAy0eNJIRLAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdAAAAA8CAYAAADWrOtNAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAAJiklEQVR4nO3dS2xN3RsG8PcoVZcWvWrdioYS1C1SEtEqMZMI0RgYSCckLhMkZkYipkKEiQiRSl3SxMA9IqnEtaRFW6KuCQ5xbVF6/oN/fPl63uc99lp71xfJ8xvpk7XPXmfbe6+es9+uFUskEkJERERu+vzXHSAiIvobcQAlIiLywAGUiIjIAwdQIiIiDxxAiYiIPHAAJSIi8tDXpXFubm6iuLjYe2fv379X2aNHj2DbrKwslVn77tevX4+f29vbJR6Px0TC9/njx48qe/78OWw7aNAglRUVFcG2Vp/D9re7u1tlLS0tsC06xiNGjAi8r5s3b8YTiURe2D5///5dZdYxzszMVFleXl7gffVmn5ubm2HbWCymsokTJ8K2AwYMUFlUfe7o6FCZdf316aN/tx4/fjxsm5GRobKo+ozcuXMH5mlpaSqzjnPy9Sfi12d0vXV1danswYMHgfsxYcIE2LZv35636yjvcz9+/FCZdd9I7oeISElJCWyb/H8S1X0Osc4L1F/rvEBtf50XsL1LB4uLi+XGjRsum/RQX1+vsuXLl8O2c+fOVdnBgwdh2+HDh/f4efbs2f/8O2yfz58/r7LNmzfDtuXl5Srbvn07bGv1OWx/Ozs7VVZRUQHbVlVVqWzHjh2B9xWLxZ6IhO/z06dPVWYd48rKSpWtW7cu8L6i6nN7e7vKysrKYFs0GNXW1sK2U6ZMUVlUfW5sbFTZsmXLYFs0kNfV1cG2paWlKouqz+jv1AsLC2HbIUOGqOzMmTOwbfL1J+LXZ/RLyYsXL1Q2f/58uD16L2fPnoVtk39RjPI+F4/HVWb1GR27kydPwrZDhw7t8XNU9zmkoKAA5jk5OSq7ePEibJudna2yX+cFwq9wiYiIPHAAJSIi8uD0Fa6LU6dOqQx9PTh48GC4ffJHfxH8FU2UGhoaVLZ48eLA26OvNtBXYa7Qs2MRfIzOnTunsmvXrsHt7969q7ItW7bAtsOGDbM76KCtrU1lNTU1Krt+/TrcHj1TtqajRM8eU0HPrkTw86GdO3eqDD0vt6BnZ1FCz9yWLFmiMqvP6Ou7MWPGhO9YCq9evVLZrl27ArUTEfn27ZvK0DNGH+iZt4jIwIEDVXblyhWVWX1G/fvw4QNs6/Ks3xW6N1vPx9G563qthbVy5UqVvX79GrZFz5SjGkv4CZSIiMgDB1AiIiIPHECJiIg8cAAlIiLywAGUiIjIQ+gqXPQH5SL2H2gnCzq7kEg0Fa0iIq2trTCvrq4OtH1+fj7M0SwW6enpsK3LQuZWpeSzZ89UtnHjxsCvi45xVNW2VuUwmiABVS2iCmMRka9fv6rMqp51rcB8+PAhzPfv36+yAwcOBH7dOXPmqGzatGnBO5aC9Uf3qOIWGTt2LMzRTC1RXX9NTU0wR+fupUuXAr/u1KlTVYb+iN4HOu9ERK5evaqyPXv2BH5dVLlvTRThyqr8RX2+cOGCytDMTiK4GjuKqtYnT/B8BStWrFAZmoTBumegyn3rvbniJ1AiIiIPHECJiIg8cAAlIiLywAGUiIjIQ+giIqsgABk3bpzKrCmyrAfCUbCmtkPTCq5du1Zl1qow/fv3V1lvTuW3Zs0alVkP4pFPnz75dum30JSCIngqv02bNqnsxIkTcHu0sgkq3hJxn17MKog7evSoykaPHh14+96cgg1NmWlB58uxY8dgW7SiSFSsewYqDBk5cqTKrKXurCnwomAV5Gzbtk1lt27dCvy6qIgILYvow5oOE/UZFQZZU/lZRZRhnT59GubovFi1apXK0HUqEl3xG8JPoERERB44gBIREXngAEpEROSBAygREZGH0EVEVVVVMH/8+LHK6urqVGatP4keaqN1GUXsIhLLvHnzYH7o0CGVtbS0qGzfvn1w+3g8rrIvX77Ati6FAqjQQATP3DJr1iyVLVy40Ol1o1BSUgLzDRs2qGz69Okq2717N9weFXqhwiIf1uxAhw8fVtm7d+9Utnr1arj9qFGjVNbR0QHbovUlU7Gun7179wba/vjx4zBHBTnoPYuIZGdnB9rXL9b1F3Q9VVRYJCJSVlamMmsGoYyMjED7+iUzMxPmFRUVKkOzq1kFLug8iKrPqNBNRKS8vFxlqADy8uXLcPusrCyVRXFvRvcBqx/oPmcVLqKZwNDasSL4OKTCT6BEREQeOIASERF54ABKRETkgQMoERGRBw6gREREHkJX4VrTJKFKNFR5alU93b9/X2VW5ZRrFa61BimaahCtc2etfdfQ0KAyq6LOpQrXOsZLly5VGapSffPmDdz+9u3bgfvgavLkyTBHFam5ubkqsyoIP3/+HK5jKVhroS5atEhlqMrVmpYSrc0Z1fRi1nqeyM+fP1VmVdCi9+JaBWpxWTsSXT+o2l1EZP369SqLqs9WFe7WrVtVVl9fr7La2lq4PZpuz6podWXd59BUfs3NzSqzKrTR9ep6D0bQvcHK0bSZ1vX39u1blaFrwQc/gRIREXngAEpEROSBAygREZEHDqBEREQewj/5NaC1JlFBgLVmY2Njo8qsYhjX6c+sqd9QkZI1FR+CpvWy+pxcSJFIJMzXtR7Qo0IUtG6hVbSRk5Nj7jMsqzgs1fv8t87OTpj35jqxVsEJKk5AmXVetba2qsw6L1CBRirWcULT4qHCvJcvX8LtZ8yYoTLX68ySlpYGc3R/QMUi1jlgrdkZBZeiP3S9dnd3w7boPnnv3j3YNnmqyd9dS6igUMQuLkrmct+JgnXuo3O5oKBAZVbBJirUsooRnccSp9ZEREQkIhxAiYiIvHAAJSIi8sABlIiIyAMHUCIiIg+9VoWLpr5CC6ZalaBFRUWB99XV1dXj56CVnslQ5WhbW1ugdiJ4oWDr/VlVeYhL1Rt676WlpbDtkSNHVFZTUxN4Xz5QpWtTU5PKCgsL4fbV1dWR9+kXq4o2PT1dZWh6P6vaGS3IjRb5FRGZOXNmqi4q1rmBclTZbp3Lrv1wYVWHImiqQataGk09t2DBgtB9SAVV7ldWVoZ6TasyOnlKu99N+edyPqP71KRJk+D2+fn5Kffry/p/DXr/s6byQ1M/oupnEfe/TOAnUCIiIg8cQImIiDxwACUiIvLAAZSIiMhDzKXgJhaLvRGRJ73XnciMSSQSeSJ/X5//ov6KsM9/Cvv8Z/xtfeZ97s/45zgncxpAiYiI6P/4FS4REZEHDqBEREQeOIASERF54ABKRETkgQMoERGRBw6gREREHjiAEhEReeAASkRE5IEDKBERkYf/AXxKMbRwIyGYAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "for i in range(10):\n",
+    "    mu = gm.means_[i]\n",
+    "    sigma = gm.covariances_[i]\n",
+    "    new_data = mvn(mu, sigma).rvs(10)\n",
+    "    new_data_in_old_coordinates = pca.inverse_transform(new_data)\n",
+    "    plot_digits(new_data_in_old_coordinates)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "5c54b0b3-c7b7-44da-b20f-d2651e001960",
+   "metadata": {},
+   "source": [
+    "Wir sehen also durchaus, dass die Mischungskomponenten innerhalb einer Klasse bleiben, es aber eben verschiedene \"Nullen\" gibt. Wenn wir nur 10 Mischungskomponenten verwenden, sieht das Modell schlechter aus:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "c0193b85-cba9-469a-9f5d-9b439fb41ff0",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[0 1 1 1 2 5 6 7 8 9]\n"
+     ]
+    }
+   ],
+   "source": [
+    "gm = GaussianMixture(10, random_state=23)\n",
+    "gm.fit(data)\n",
+    "\n",
+    "new_data, new_labels = gm.sample(10)\n",
+    "new_data_in_old_coordinates = pca.inverse_transform(new_data)\n",
+    "plot_digits(new_data_in_old_coordinates)\n",
+    "print(new_labels)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "87c93ec8-9633-4287-9ec3-f7ab23523531",
+   "metadata": {},
+   "source": [
+    "Um in unserem Paradigma ohne zusätzliche Algorithmen z.B. eine $7$ zu generieren, können wir direkt auf dem Teildatensatz der $7$er trainieren:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "e6e441f7-6d6b-40da-9fbd-f68e3297f459",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": "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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "gm7 = GaussianMixture(10, random_state=23)\n",
+    "gm7.fit(data[y == 7])\n",
+    "\n",
+    "new_data, new_labels = gm7.sample(10)\n",
+    "new_data_in_old_coordinates = pca.inverse_transform(new_data)\n",
+    "plot_digits(new_data_in_old_coordinates)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "29437463-22e5-4251-ba8c-2c16fbb623d6",
+   "metadata": {},
+   "source": [
+    "## Fashion-MNIST\n",
+    "\n",
+    "Einfach nur weil es geht, gucken wir uns genau das gleiche auf dem Fashion-MNIST-Datensatz an:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "3d6e3226-797d-4faa-8db8-0823b48eb61f",
+   "metadata": {
+    "tags": [
+     "hide-input"
+    ]
+   },
+   "outputs": [],
+   "source": [
+    "from itertools import product\n",
+    "from urllib.request import urlretrieve\n",
+    "import gzip\n",
+    "import numpy as np\n",
+    "\n",
+    "filepattern = \"%s-%s-ubyte.gz\"\n",
+    "baseurl = \"http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/\"\n",
+    "\n",
+    "def load_mnist_labels(filename):\n",
+    "    with gzip.open(filename, 'rb') as file:\n",
+    "        return np.frombuffer(file.read(),\n",
+    "                             dtype=np.uint8,\n",
+    "                             offset=8)\n",
+    "    \n",
+    "def load_mnist_images(filename):\n",
+    "    with gzip.open(filename, 'rb') as file:\n",
+    "        return np.frombuffer(file.read(),\n",
+    "                             dtype=np.uint8,\n",
+    "                             offset=16).reshape(-1, 784)\n",
+    "\n",
+    "def load_mnist(kind='train'):\n",
+    "    labelfilename = filepattern % (kind, \"labels-idx1\")\n",
+    "    imagefilename = filepattern % (kind, \"images-idx3\")\n",
+    "    urlretrieve(baseurl + labelfilename, \"./\" + labelfilename)\n",
+    "    urlretrieve(baseurl + imagefilename, \"./\" + imagefilename)\n",
+    "    labels = load_mnist_labels(labelfilename)\n",
+    "    images = load_mnist_images(imagefilename)\n",
+    "    return images, labels"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "ab39812c-f04a-4493-8354-7b2858706915",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x_train, y_train = load_mnist(kind='train')\n",
+    "#x_test, y_test = load_mnist(kind='t10k')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "ee64b034-8898-4581-82bd-450641d9a315",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def show_fashion_image(raw_data, ax):\n",
+    "    im = ax.imshow(raw_data.reshape(28, 28), cmap='binary')\n",
+    "    im.set_clim(0, 16)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4df6bba1-62f4-4064-9e66-8d9d154eebb2",
+   "metadata": {},
+   "source": [
+    "Wir schauen uns an, wie lange PCA.fit und EM (der gm.fit) auf diesem etwas größeren Datensatz brauchen:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 31,
+   "id": "cb13e55c-8cb3-49b5-9aea-dc3415fd424e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3.56 s ± 290 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<style>#sk-container-id-3 {color: black;background-color: white;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-3 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-3 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-3 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-3 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-3\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>PCA(n_components=0.9)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-3\" type=\"checkbox\" checked><label for=\"sk-estimator-id-3\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">PCA</label><div class=\"sk-toggleable__content\"><pre>PCA(n_components=0.9)</pre></div></div></div></div></div>"
+      ],
+      "text/plain": [
+       "PCA(n_components=0.9)"
+      ]
+     },
+     "execution_count": 31,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "vargoal = .90\n",
+    "pca = PCA(vargoal)\n",
+    "%timeit pca.fit(x_train)\n",
+    "pca.fit(x_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 32,
+   "id": "8028a575-a1f0-4751-a7f8-990e2ad3a6ad",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "kept 84 of 784 dimensions for 90% of variance \n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"kept %d of %d dimensions for %2.f%% of variance \"\n",
+    "      % (len(pca.components_), x_train.shape[1], 100*vargoal))\n",
+    "fashion_data = pca.transform(x_train)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 33,
+   "id": "f89f9871-7fdc-4853-bad0-7e438062af76",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 17.8 s, sys: 23.6 s, total: 41.5 s\n",
+      "Wall time: 2.7 s\n"
+     ]
+    },
+    {
+     "data": {
+      "text/html": [
+       "<style>#sk-container-id-4 {color: black;background-color: white;}#sk-container-id-4 pre{padding: 0;}#sk-container-id-4 div.sk-toggleable {background-color: white;}#sk-container-id-4 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-4 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-4 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-4 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-4 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-4 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-4 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-4 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-4 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-4 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-4 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-4 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-4 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-4 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-4 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-4 div.sk-item {position: relative;z-index: 1;}#sk-container-id-4 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-4 div.sk-item::before, #sk-container-id-4 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-4 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-4 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-4 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-4 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-4 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-4 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-4 div.sk-label-container {text-align: center;}#sk-container-id-4 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-4 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-4\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>GaussianMixture(n_components=100, random_state=23)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-4\" type=\"checkbox\" checked><label for=\"sk-estimator-id-4\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">GaussianMixture</label><div class=\"sk-toggleable__content\"><pre>GaussianMixture(n_components=100, random_state=23)</pre></div></div></div></div></div>"
+      ],
+      "text/plain": [
+       "GaussianMixture(n_components=100, random_state=23)"
+      ]
+     },
+     "execution_count": 33,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "%%time\n",
+    "gm = GaussianMixture(50, random_state=23)\n",
+    "gm.fit(fashion_data[y_train == 1])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 34,
+   "id": "7a5855eb-e2ea-481a-8f3f-4c618d155b38",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "def draw_gm_sample(gm, pca, n=10):\n",
+    "    new_data, new_labels = gm.sample(n)\n",
+    "    new_data_in_old_coordinates = pca.inverse_transform(new_data)\n",
+    "\n",
+    "    fig, axs = plt.subplots(1, len(new_data),\n",
+    "                            figsize=(8, 8),\n",
+    "                            subplot_kw=dict(xticks=[],\n",
+    "                                            yticks=[]))\n",
+    "    fig.subplots_adjust(hspace=0.05, wspace=0.05)\n",
+    "    for datapoint, ax in zip(new_data, axs):\n",
+    "        show_fashion_image(pca.inverse_transform(datapoint), ax)\n",
+    "    plt.show()\n",
+    "\n",
+    "draw_gm_sample(gm, pca, n=10)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 35,
+   "id": "3ab8baba",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "CPU times: user 28.8 s, sys: 16.6 s, total: 45.4 s\n",
+      "Wall time: 3.42 s\n",
+      "CPU times: user 3min 33s, sys: 2min 48s, total: 6min 21s\n",
+      "Wall time: 25.2 s\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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rJSIiu91OR48eZfs//fRTqq+vJ5PJRJWVlQHPmDlzJvFpDoYTJ07Q3/72N8rKymL7Nm3aRFVVVdTV1UWNjY1UWVlJFy5cICKiAwcO0J/+9CcCQEqlkgBc8RaM5p7o5VBTU0Nbtmyh//73v1RVVUXt7e3U2dlJDQ0NpNFoyGQyCdpx7969pFar2f9Lly7RBx98QHa7ne3j6Ln99tvp+PHjgucVFxcTABo9ejTdcMMNtHr1atq5cycVFRURgFNEhGnTplFbWxvV1NTQpUuX6NChQ7R69WrBfVatWkWvvfZaj+/l/9zBaF//7cCBA4zmYO3s8XjIZrOx/3a7nRoaGmjnzp2kUqnI6/UGnL9p0yaqq6tj+xYsWDDovMGn2ePxkNfrJZfLRZ2dnVReXh60Pbdu3Upr1qyhf//733TmzBlSqVSsP7W0tFBJSQmZTCZ66KGHCAA9+uij/aYxNTWV/d64cWOPNAdDa2srNTc3ExFRXV0dNTY2EhFRZ2cnNTY2kt1up9LSUjp9+nRAm3NYtmwZHTp0iIiIzp49SxcuXBDwNQeXyxWw76WXXqK5c+cGpXnGjBlkNptJrVZTY2Mj609utzvgPi0tLWxrbW0ljUZDVqs16Dtz711eXs7o5u7Bv/fOnTvZ8Y6OjoA24OA/zmk0GqqtraUzZ85Qa2srex4Hk8lEHR0d7L/b7SaVSsX+G41Gwf0PHDhAv/3tb/3baDB4u0e+cLvdZDKZGK8SEZnNZva7qamJVCoVlZaW0q233kqFhYV08ODBQR8rNm/ezH/nU9SDTOx3GAtn1pBKpRCJRHA4HNDpdL1ewzcHOhwORERECNbQ3G43Ro0aFTCD4rQyhUKB+vp6tLa2oqurC0qlEq2trTh//jxOnDiBAwcOoLa2ts/v0NzcjEuXLiEsLAy/+c1vBO82evRoJCUlISoqiq19AMCsWbMwb948AEItarjBeaclJCQgOzsbdrsdBoMBcXFxkEgkcLvdzBQH+My+XFu//fbbqKqqwiOPPBJ0xjdhwgS43W50d3cDAL7++musXLkSgG/t5uDBg9i4cSPKysqg1WrZdZyXJufNHB0dLZiV6HQ6ZnFwu91shsDHQLXq/oCvdQdDSUkJGhsb0d7eDo/Hg6amJnR2djITqb9Z2Wq1IikpSeCAdjnHqysBfWda5HsK94Tw8HCkpqYiPT0dcrkciYmJjLakpCRMnjwZkZGRWLlyJdauXYu1a9fi6NGj/aKno6OD/f7FL37Rr2u9Xi+jJzMzky2pcGZRhUKBiIgIgSXE6XRi48aNOH/+PLxeL1pbWzF16lQAwJ///GesWbMGCoVCwFs6nQ4ajSbg+a+99hpOnDgBkUiE5cuXsxkYAOYFK5FIBJYdo9EYsAyQlpbGPNtTU1Ph9XoF63ycPwBHf0JCAlauXImFCxeyfvPiiy9i+fLl+OqrrwD41gu5/mO32/tkVePWkGtra1FVVYX6+npotVrU19ejra0NgG8Nmz9WSyQSwfIU5yjFQa/X97rsMRTo6OiAXq8X9CNubR/wvWdFRQW++eYbNDU1BSyvDRbuvvvuPp3X71GLGwDj4+Nht9uh1WpRVVWFlJQUFBQUQK1Wo6urC01NTcwUUVNTg5ycHMTHxyMsLIyZ9D777DNkZWWxTtAbzpw5wxwHbr75Zhw+fBjnzp3Drl270NbWhujoaJSUlAQ1F/JRW1uLLVu2ICkpCYsXL8bYsWPx9ttvQ6/X48UXX2QmmLi4OIE3b2xs7KC7SQM+92tuHbAvICIsWLCACcCYmBgYDAbm+OJ0OlmITlhYmMB89+yzz+Lxxx/Hz372M8E9MzMz0d3djb///e+4cOECjhw5gq+++gp79+4VDJIAUFRUBIfDITAHiUQiJqTpO5PM5MmTAfgGnZkzZ+LEiRNITk7G2bNnUVVVhfDwcCxevBgejwddXV19Wru+EshkMsHasT/q6uqwefNm3HzzzYiNjUV7ezuam5uRkJDAHJEAoL29nZm6ATAHFw7btm0bfOK/A323hCIWiyGXywM8bDnnELlc3qtXNt8En5ycjEcffRQAMH/+/Cui7+GHH8YDDzyAmTNnCvZz44RWq0VCQgLS0tIQFxfHBkb/JQGOt/Pz85kyWFhYiH379uFf//oX4uPjMXnyZFx33XXsm+7YsQOAz0tXo9HgwoULOHnyJG6//XYoFArs3LkTd9xxB5KSkgRCDQBefvll3HDDDQE0cO3Mobm5GS0tLVCr1bj++uuRmZkJsViMlJQU2O12iMVihIeHo6WlBcnJycwEHBERgfPnz6OsrAwPPvggvvjiC0HbbNiwAYDPFN3Y2Mgc/H7605/ilVdewaRJk7B9+3YBH/rD6/WioaEBJ06cgNlsZuvbKpUKHo8H6enpaGpqCmjrsLAwVFVVweVyQS6XM0WGc+7kxhVgaDxd/cEPoeHD4/EwU/g777yDAwcOIC0tDampqf1yuBts9FuARkZGsk4bFhaG9PR0JCUlMU2RW0Pk3IsB32KyP0wmE3Np7gv27NkDIsJjjz0GAFi8eDEWL16MF198kX3YywlPzjlIoVCwQQMA/vCHP7Df3d3dqK2tRVhYGPLy8pj26fF4MHHixD7T2xfMnj0b11xzDW6++eaATg34Qji4NuYEFN/54dtvv8X48eMF+zjvNyJioSj19fXMe9h/3ZbfKfraQZqbmwVxi/zr/J3GRCIRTp48ydZtp06dKlCYJBIJ4uPj8c033whCWQYbPa1XWywWdHR0oKGhAaNHj8akSZMQHR0Nu90uoKe1tRVNTU0szCMmJqbf6+1XCvou7o0bBDlvWW59W6VSCZQju92O9vZ2KBQKdm1iYmKPs33+et5A8MknnyAnJ0fQ310uF0pLS3HhwgV4vV42s+J4JiIignk7nzhxgnncT506FW1tbdi8eTOeffZZAD4hyXlSi0QifPPNN3j11VdhsViYAvrzn/9coMS89NJL7HdCQgLy8/OD9uM33nhD8N/hcMBgMAicDSdMmIDk5GQ0NTUhLCyM+Wjw42TDw8PZO/Lb2X9NNhiampogEokwf/58HD16FHv37mXHuFCRtLQ0NqPkz74kEgny8/MRHR2N7u5uXH311UhMTBR8U86Cxl0fExMTdP3aYDCgvb0der1eIECHAxw9LpcLlZWVbNack5ODnJwcxMXFYfXq1SguLmYOaFzM+GChr5MZYJAyEfk7nFwOdrtdYObwBxf7KBKJsHTpUohEItTU1GDVqlWs43m9Xnz22Wd9HvRdLhe6u7uhUCh6NeWVlpbi7NmzGD16NBQKBRwOB+rr62E2m5GcnIz777+/X+/aGzweD8LDw4MOaC0tLaioqEBFRQUuXLjQ4ztxgokTaFx78AOviefVWlFRIWjfgYCLp7scGhsb4XQ6BU5PXOIH4H/NWwqFgpnKhwr+WioRoaqqCkePHoVUKsXo0aMxf/58ZGRkICoqKuCbWK1WKBQK5OXlXVZRGyrwvyMfLpdL0K4cNBoNdDodPB4PLBYLLBZLr6bywRiITpw4ERCk73K54HK5mPVJqVQiJiYGLpcLKpUKWq0WdrudJVTxeDyorq5GfX09qqqq2L24eMSXX35Z8Ey+ia83C8DixYsFij0f/oMmF2rFwe12Qy6XsxkPp4jwE2hw4AQll8zB6/Xiq6++wp///OceaeOjqKgIIpEo6FJRe3s7wsPD8Ytf/ELQZ0QiETIyMjB27FhkZmb26iBlMBgECrA/HA4Hc+4cbiWRg9VqZTwRFxeH2NhYpqTExcUhIyMDTU1NqKmpQWtr64jQCFxBHGgwVFdXY9y4cQB8Af6cmzKXBUMul2PixIlwOByMybRaLaqrqzF37ly0trYGeDKuX78+4Dk9DfxPPPEEXnnllYD9drsdZrMZ7e3tmD59usC+/uWXX2LRokUAfG7WtbW1GD9+PDvnwoULqKmpweTJk5Gbm4vPPvsMn3/+ef8bJwg2bdqE6OjoAAWkvr4ee/fuRWlpKQsnsFqtyM3NRW5uLkpKSqBQKATu5Z999hl++ctfQiwWo6qqCklJScwFOy8vD0888QSefvrpQaEbQI+aKX8wO3v2LAoKCpCQkIDPPvsMDQ0NmDdvHvLy8pCYmCgQRL0pVFeKYBqlxWLBrl27cOrUKeZh6n88Li4OOp0On3/+OR577DE28+N/L36WnL/+9a+DQi/Hj/6g77LF+CM2NhZSqRQ5OTkwGo0s5CE1NTUgtq83rF27lll4Boovv/xSYIITi8VIS0uDTCZDXl4eW9YBfKFoBw8exNy5czFhwgSBt+df/vIXuN1uFofHD51Yvnx50Gf3phBeddVVvc4A7733XkEIEjcLy8vLg8fjgVqtZqZVPtRqNVQqFRobG7Fz505s2LCBKSlcAob29nY2E+6P0tqTomaz2fDFF18E8AJnYfCH0+nE7t274XQ6ER4ejjFjxrAkGqWlpTAajZDL5cyEHx8fj+TkZKhUKsbbPSkeVwKz2YyOjg643W5YLBYYjUY2pkmlUsyZMyegvbZv3w6Hw4Ha2lq8++67OHHiBJYsWYIpU6YE9fodalyxACUiNDY2wm63w+VywWazISwsDNnZ2SxOlD/gEBEbfEtKSuB0Olknv9IwgNWrV2P16tWCNRh+Si+pVCpgysbGRhQXF+Pqq69GTEwMJk+ejJtuuklwz4KCAhQUFPSqsQ0UnLLR1NQk0Ha5sJQnnngCOTk5SE5OZsHyFosFcrlcsJ7X3d2NhQsXsg41fvx4dqyzsxMdHR1obW3FjTfeiAMHDlwx3ffee68gbpMDFz/KT7fFaY3x8fGIiIjAggUL0NLSggsXLiAsLIyFIvCzqhw/fvyKaeQjWJIGm80GhUIhSBbBR2ZmJhoaGuD1evG73/2O7efiXcPDwxEWFibg7WXLlg0KvXzTHR+cY4s/oqKiWIyvy+WCyWRCcnJy0GB7g8GAP/3pT2hqasKXX34pOLZx48ZBoB4CRxWpVMocBDnh6fF4YLPZ0NDQgPb2dthsNmg0GtjtdjYW3HPPPSx7EOALn6iqqsJ9990X9JmXE0wlJSVBz1m2bBleffVViEQiFpLErTVzjkVOpxMWi4XNlDs7O9HY2IjY2Fhcd911SE1Nxdy5cwUhTVyoTGRkJOPxwUawZR/A5/zjdDpZe8vlcixZsgQdHR1s9s9h6tSpTDHkwnCkUik6OzsRHx/Plo4uXrw4KDTzJy/ceJyeng6v1ytw9rJYLAJlnMPcuXNht9sZXaWlpSgtLR0U2gaCAQlQfpo3kUjEBv+kpCRYrVZ4vd6gLw/4Bi5OiDU0NGD27NmXzR50peAGcqVSyQRhQ0MDKisrBbkW+c4htbW1AkeZoXRyUSgUgs4QHh6OtLQ0zJkzh+1LSUlhAio1NZXNLuvq6qDT6QQCiA+3242amhqcO3cOK1asuGIBqtFo4HA4UFxcHPCczs5O5jyh0+kQHx/PTEBpaWkCEwwXJM5ZI/gKyjXXXHNFNPqjoaEhQIB6vV7Ex8cHBNTz4yjNZnNAPtJLly4hKSlpSL1t+eA7cfUlDZxMJguI4+U7men1epw6dQrV1dUBzzp27Nig0OzvYR0eHs72cVmSLBYLXC4X42WZTIb6+nooFAqWCjEsLAxZWVnIzs7G3r17g2brulI89NBDAW3I5YuVSCQs0D88PBxdXV3Q6/Voa2sLyHHLgZtQREZGspy3ww0iYkKUU7YVCkXQGTTfqchqtbL/3Hg02F64/DGWnwNALBYLLAQ9LTWkpaVBq9UOKJlEX7Fv3z785Cc/6dO5/Rager0eJSUlmD9/PhOE/hqWv2bErSFy4S/5+flQKBRISEhgIQCD6eHFXxvgJ0jPzMxks71vv/0WGRkZeP7554N+rDfeeAOLFi3CuHHjYDKZMHny5EH/aFxGo5SUFMG9k5OTceONN7L/3377LebNm8eYjRsMOzo60NbWxoK6W1tbcezYMdxwww3o6OiA1WrFrFmzcOHCBbzzzjv4y1/+csU0c4Kb74jh9XrR3t4Ok8nEBBKX8o+Df+A237mhtbUVn3zySYAn5GDh6quvhsPhQENDA9snk8lw7bXXYtSoUSgrK4NKpYJKpUJWVhamTZuGMWPGIDo6WsCXnFmX0+x37tyJ5uZmzJs374odcPjgsnABEHhschljXC4XLl68CJlMhtjYWKSkpAgEJhcYv3v3brS1tUEqleKGG25gwui5554Lau3hh3JcCfyFhtPpZM4gYrGY5cWeMWOGwFHL4XBg3bp1mDBhAm677TaWBWrRokWDNrv3x5gxY4Ka+NPS0piVheNlPj9zUKlU2L17N/R6PX70ox+xNX9OoR3uMBCXy4W0tDQ0Nzez9J7p6em46qqr2DjX3NyM/fv3w+124+GHH2ZCk4iYQpuWloZjx45h5cqVgrHoSsEf57hc3B6PB93d3WhqamK+Ctw409jYiDfeeANz5sxBfn4+Zs6ciba2tkF3HOLj5ptv7rsjUU8BosG2mTNnklarpT179lBDQwPp9Xoi8gUCc8HKBoOBWltbBUkWrFar4L/L5aLu7m4iIqqtraXExMRBDYJNTk4mPs181NbW0qeffkr79u0TBM3rdDqqrq4OGnRdUlJCarWaWltbBz1gt6SkhGw2W6+JFCoqKthvfmB0fX294Lzm5ma6dOkS++92u+nIkSP8AObBCIImIl+gPr4LMC4oKKCWlhZBkDs/6UBVVRXbt2XLFiovLxckd/DHYLfxLbfcQs8//zyXLOAUEWH8+PFkMpmIiOjZZ5+lt99+m+rr6wOCyXsDPxh+sOnmsG7dOkbzzJkzyWg0Um1tLV26dEkQFM+1c0dHh4Cv+dBqtfTHP/6RHn30UTp27NiQtPv9999PHo9HQLPdbmfJEritqamJtbXT6SSHw0FERBcvXhwSuvrS3vBL/mCxWAR0FBUVUUlJScD+1tZWamlpEezbvn07SwDw6aefDgnN2dnZRH7jHD+ph0ajCcoH/jCbzSypBR/vvPMOxcbGDhq98fHxbJybPn06qdXqgHbjwMmWYNi4cSM9/PDDQ8oP//M//0NtbW1ENMiJFDhzqNVqhcFggMFggMlkgtFoBOBz2HE6nSwnLhFBqVQGBERzZt8xY8YIcj4OBnpbr4yJiQERYeLEiWxGR0TMG5DzHOUjMjISbrd7SJIWP/3005etOMJfy9JqtazN+Zr+hQsXEBkZKVj/lEgkzGV9sMH3jnS5XGxmwd/HgUty4XA4sHv3brS0tAyp05A/9uzZg40bN7KcnIDPRMSZl7u7uxEVFdVjku6urq6g9+V7KA5VjJx/yIXH44HVakV0dHRAnk6DwQC9Xh8QEM9Br9fj0KFDiIyMDCikMBiYMmUKnnzyyYAZqEwmQ1hYmKBMFz8lZ0VFBerr6wEgIIXmUCUK7wv8nXh0Oh26u7tZohEO6enpAc5afIeWX/7yl0NCXzCHIf6372sVHf56L4fOzk6UlZUNqnc838HT6/XCbrcHTYTgdrthMBiCzgL1ej00Gs2Qe+2vWLEC6enplx8/e5KswTZOy3E4HFRXV8e0Rg4Gg0Ewg+vu7qa6ujqmsXk8Hlq7di2dPHmSpa7CMGlmvaG2tpYaGhqIiFgKPyKi/fv301tvvUVEPu199OjRQ0KvSCTqdQbKn1FYrVbSarUBM6U33niD/V61ahUVFxcHaMqD0d5TpkyhBx54gMaPH880s5ycHDYb2rx5M23ZsoWKi4sZT3z00UdB233dunUBs6gxY8YMmVb5+OOPM5qnTZvGnsnNRPk4d+4c+11ZWUkWi4VcLhepVCqqr6+n2tpaqqmpISIfzww2rX7fjM2MHA4HdXZ2Co6bzWbS6/WCFHIajYYqKyvp2LFjtG3bNjpx4gSdPHmSnn/++YB3feCBB4aUZg41NTUCCwqHTz/9lFatWkVlZWVs3+effz5kfNAT7cFo7gmXLl2iw4cPC75FaWkpFRYWCmb3Tz311JDRHCxlKT/tXVtbG3m9XnI6ndTR0UEHDx6kgwcPUlNTE2k0GmppaaHCwkJ2flNTE0uleMcddwwqrddccw0R/W/6wWnTppHJZCK73S6gmchnOdPpdLRjxw7atm0b1dfXU0NDA9XV1VFFRQXt2LGD/vGPf1BUVNSQ88XYsWMZXwTbBuRExFVEaG9vR0ZGhqAWKJd4QKvVwuVyITIyEuHh4VCpVNDr9bjllluwdu1agYPMYKM/s65NmzYBAFuLycrKYqEA06dPx8SJE2E0GrFv3z6oVKqhIJdVJuBDpVIxj+X4+HiWrYdLGM7NnjkX8Keeeopde+eddzLtKSIiokeHk4Hg3LlzOHfuHPMgBnwzDG42ds011zBtnHP/D1b5BgDuuusuwUw0KysLzc3NV0xjMMydOxezZ8/G6tWrAQjX6fgzSc47tK2tjWVT4lz4iYgFettsNrzyyitYsWLFkPFFMHBp+ThcuHCBOd7w15fi4+NZtrAjR47AbrezEoD+GKzi8JcDZz3h4kI5GmNiYhAVFcVm20Q0qPHWA4XFYkF7ezuzVnDtrtFo0NTUhLi4OOZ/YDQaUVZWJggDGo7MPf7g+jrgC2/q7OxkKQnnz5/Pan2q1WoQkSD7lNvtRnp6OpxO56BXFcrKyhIkvAD+t9/V1NSw/y6XC1lZWYiNjWVxvzqdjq3N5ubmYt++ffjss8+GxYrF0dYTBuwiJpFIYLFYBEGs/MDfxsZGVq0F8DkSnT9/Hk6nE6+++upAH9sn+JsjzGZzUK/Dc+fOYdOmTTCZTAJHoujoaKhUKiQmJiI9PR0qlQo7d+4cUpr5YSFqtZolUeDM21xtRy6UgfMA7O7uZt5zzc3NOHLkCHNyGaySa8HAd4WXyWTMEYFvyjKZTHA4HMjPz8f58+eZcOSqaURFRQk8GYdKeAK+kkz80J9gg5vdbkdVVVXQ3Kn+1yiVShw5cgQNDQ148cUXB51ekUjUoyLICX+Xy4VLly7BYrEIFAL+EkZYWBiSkpJgMpmgUqkE/eDUqVN45plncP78+UGnPxisViurKVpSUoIzZ87A5XIhIyMDBQUFjIeampqGhZ7LwWKxoKysDMXFxTh27Bhqampw+vRpFBYWAgATnk6nE42NjYJlquEQnnylm8hXEcnr9aK5uRlGoxFKpRIWiwV2ux1KpZKViQTAisHzU4BGRkYyz+PBRkNDA8rLy9nSHb999Ho9WlpaUFNTg5aWloCUqXFxcYiMjGS01tXVDRvPXhY9TU2DbdOnTw9qzrBarVRfXx/gVEHkcxh6/PHH6W9/+9ugmwV62ziaZ8yYQSdOnKA1a9aQ0Wgkm81GarU6qLPI5MmTBdUcXC4XnTt3jnbt2jVsNM+cOZPOnj1LH3zwAXO+ISLmdEXkq5pQU1ND3d3dAvOHSqVi1WN492QYTFq3bNnCTBtTp06lrq4u6urqEjyP79BkNptZxQ2LxULV1dUCh4fBpi/Y9p0J/hR9x8tWq5VVFSopKaHly5cL6CkrK2OmaA5qtZqOHz9OW7dupTfffHM4eILRPGXKFGaWd7lcZLFYSKvVBq1AYjKZ6OzZs4yHnn76aXZPzqQ+FPRylUMQxBx64cIF2rdvH61evZreeecd2rhxo8BUPpy84L9955QioLm5uZkqKiqorq4uoFIUh6effprefPNNZs5/8sknh5Vu+m6c4/pge3s7lZSUCJw2/atmcf2QQ21tLVu2qquro9tvv31IaJVKpZSXl0f+fGEymZgDolqtZg5EVVVVAWPEunXrOLPqcG6D40TUU0yTUqlEamoqCgoK0NXVhe7uboHjRW5uLrZs2TLsxYYBsELb6enpLD8sVzHdH4899hiLRTpx4gTcbjcmT54siAcdani9XiiVSowfP14QS8sVqgZ8TkUZGRlITExk57S0tCA7Oxv5+flITk7GokWLBNXUB1sj5icrJyJ0d3ejqqoK7e3taGtrQ11dncCkWFNTw4odh4eHIzc3V2A69E9gMRTgm1q56ipcPU3/yh+Az+zExd9y1pWEhARWDJmfT3k4wA/JMhqNCA8PR1xcHIsj5s/cuHCxvLw8eL1eQbD5iRMncOrUqSGJUeRytvLhdDrR2dmJuro6lJeX46uvvoLBYGA5ZDdv3oz58+dfcYrJK0GwgsyZmZmYNGkScnNz2dKU2WwW8O0TTzyBRx55hFV2+de//jVsNPuDS37PZX/jwPEM54Dm71yUl5fHlikSEhJYVZjBhtvtFlTh4sDVguWeL5fLceHCBZZ5zWKxwOFwwGaz4aabbhrywhP9wRVnIjIajazYrFKpRFFREStHIxaLYTab0dbWhjNnzgwCuf0HkS+XIpff1GKxoK2tLWg+XC7jjM1mw7p16/D2228DwJAG7frD4/Gw2D6uOrxcLmfJrTkvUX+aTp48yWL7uru7sW7dOha3NhQDEt9blYhgNBpZ9hKuUDI/eUFLS4uAZolEIjD5D0aGpP5CLBazHLJJSUkB1VoSEhKQkJCA8vJyhIeHIysrC0qlEsnJyWhtbQ3qsTvU9HKDodlsFgyERISGhgZWXFqhULDvfvToUZZJZurUqWhubsbf/vY3REdHY86cOXC5XPj6668HhUa+0gb4zOJFRUWoq6vD7t27ceTIEZhMJlRWVmLChAkoLS3FW2+9NSjPHiyYzWbo9fqAwd5gMLCiAsXFxcjOzmZriEPladsfcEspXFlDAIL8yWazGR6PR8A33PjNob29fchKhAWDyWQK6EdKpRIXL15kQp2rIhMXF4fMzMxhHY8vi56mpsG2cePG0UcffUTLly8nt9tNtbW19O6779KGDRvo4MGD1NXVRcePH6fq6moiIrr55puH3RTDbRzN/h51JpOJVCoVHT16lL766ivasWOH4Hh5eTnt3LmTiHzxlzfccMOw0synV6VSUWVlJYvRMhqNdODAASovL6ezZ88GxPJlZGRw92EYKlpXrFjBTBs9eS0eO3aMjh8/LvBU3LBhAzU1NQnOe+2114alfb/jR2YO1Wg0AZ7KxcXFVFhYGFAg2mw2U21tLX3++edD3rZBNtbOXq+XWlpaqKioKGgMXV1dHeOXtrY22r9/Py1ZsoQef/xxWrduHRERbdu2baj5mNGckJAwnO00KO2cnp5O//nPf5hZlgM/tnnq1KkjTSvX1uD4mQ+73U52u73H5SqOp7mxerh4mu+FW1lZSQcOHGBRBfzYT77pdsOGDdTR0UEGg4E2btw4Em0/OF64LpcLY8eOxT333AOJRIK8vDxBnlDAt8D7hz/8AXv27OnPrYcFpaWlGD16NMtw4vV64XA4oNVqERcXxyogcPFfwQroDjWI56WWlJQErVaLsrIyZGRkMG/LcePGwWq14ptvvsGpU6cwevRoJCYmYtOmTSgrKxNob0OF//mf/7nsOTKZjMX9cRCJRIKZ3nPPPRdQSmqo8OWXXzJt3OVyoaOjA5GRkWzWBvhmnUqlUpB1ZseOHcxDkDND33777cNCsz9EIhGrBBIsXaZWq0VYWBgyMzNhNpuhVqthtVqRnJzM0g+q1WqMGjVqyJy2Dh8+zH735JD1fYZMJsOUKVMClm62bNmCbdu2YcuWLSNEWc9wu92w2WwsRt9kMsFisSA1NRUejwctLS3MQtXW1ga5XA65XI68vDwAGJYxgw+Px4Pk5GTk5eVBoVDA7Xajvr6eOQp5vV7o9XrI5XLceeedUCqV0Ov12L9//5BmIeov+iVAiYjVlOsJu3bt+l4JT6fTif/+97/49ttvIRaL8cwzz7BjYrEYSqUSNTU12LVrFzo7O3HDDTcgLi4OH3zwATPZDSe4hBSAb62QiHDixAn8+Mc/RmxsLCunFR4eDpvNhpUrVyI7Oxuvv/465s2bh3nz5o3IGhKH3bt3IyYmBnPmzEF8fDwUCoXAFJaZmSkIUB8u4ekPp9OJjo4OREdHw2azsQQUY8eOZeds3rwZhw4dQmlpKa6//npkZGTA6XTikUceGXKv7N6gUChYaJDRaGR8LJFIoNfrmWDlAv9FIhHi4+Ph8XiwdOlSREdHY9asWUMmQH/7298OyX2HC2FhYYIwLcC3hn/vvfeOEEWXh8vlQkNDA3JyctDV1QWTyQSDwcDWEGtra5Gamgqn04mysjJkZ2cjLS0NYrEYu3fvxq233jqs9Hq9XkE4llQqhVqtRl5eHlu6Kisrw4QJE1hUgcPhwKFDh4aVzsuip6lpsI0z1a1fv37ETReX2zia8/LyBB6sfLPAihUrqLCwkKqqqlhiBw6//vWvaceOHcNOs0gkIrFYTDExMQJTC5EvwJjv2epP7wi08yn6zrS/d+9e2rJlCzN/87Fr1y76+9//Ths2bBDs/y5N3XC2L6OZb3bW6XTMlPuf//yHCgsLyWKx0LJly2jZsmWClIkTJkwYsXaeOnUqlZeXU2FhIVmtViosLKQFCxbQP//5Tzp16hSjUa/XC/jhmWeeYcc++uijYaV5BNrqimn+IZmduXFu6tSp7BvX1dXR2bNnmUc+EbEENw6Hg15//XX6+OOP6Z577hl2esViMfn3PyJfOsStW7cGeN1y3rkff/wxvf7661RRUTFifBFs67cT0blz5/DQQw/197IRg0gk6rGsU2ZmJhYvXsz2nT17FlOnTgUA/PrXv8bcuXOHjU7OZJiVlYXly5cLzJzcjEIikQhS9a1ZswaPP/74sNHYE7jKJhMmTAha4d7hcCAtLS3AevHII48MF4m9wmAwsComVqsVer0eX3/9Nc6ePQuJRILKykpWMejSpUsjRqdYLIbdbkdLSwsOHz6MhoYGpKSkYOLEiYiIiEBnZyc6OzuhUqkgkUiQlpaG9vZ2fPrpp/B6vRg1ahRWrVo1YvT/UPBDNDvz49hvu+22oHGS48aNQ2tra9BShMMF/xjTzs5OFuc5e/ZswVjNeQ1HRUVh1KhR6OjoGPaZ8uXQbwHKCZgfCriyRIBvDfTkyZMoKirC0qVLAwoXT5s2DTKZDPfff39Qt/ahBGemSExMvKxHn8vlQl5e3pAmHugPRCJRQGap559/nrn/x8XF4c477xQcH4rkA/3FgQMHsH37dtxzzz1ISkqCx+OBXC5HW1sbjhw5wipWdHd3CxSt4cSCBQvYmqJYLIZEIoFarcaOHTuQm5uLu+66CzfccAMsFguee+45fPnll4iPj8fvf/97rFmzBm1tbcjIyMC77747IvSHMHxQqVRYtWpVj0kGgiWTGWkcOHAACxcuRFpaGvMGdrvduHTpEvR6PVJSUhAVFYWFCxeipqZmWLN+9Qk9TU2DbfgemCz6uhHP7Nzc3ExFRUXMLMD3vPzXv/5FixYtovfff19gOhhOWnU6XdBcuCPdhn3YmDm0vLyc3n33XSLy5Q1euXIl9YTf//73I8UTjOaCgoKAXM6cOfTDDz+kd955Z8T4oSeas7Ky6LXXXqOHHnpopL97n3nje0DH/2ma+ePcSNPSH5r549yJEyfYb7fbTVqtVtA37XY73X333SNC63cev4NXjeWHiNTUVEH2fr6JZtKkSViwYAEWLlwIwBevONxOOMGCi0fSEWggyMrKQlJSEgDf+/SUfEKj0WDevHkBVTeGGxKJRFBMGPB5IppMJrS1teHgwYP49NNPUVFRMUIUBqKpqQkvvfQS1q9fP9KkhBDCoIFfm9Zms8HhcAg89ysrK3HkyJERoAyYOXNm7yf0JFmDbfgeaC993fiaGRHR6dOnSafTUWFhId133309zo5Ggtb169cLZqAj3Xb92HqMA7XZbFRSUkIPPvig/3cZsbbmz+aC0RwbG0vPPvsszZ49e6TbNSjNI03LQHhDKpWONB39pvl7QEeftx/qDDQ9PZ2lD+RDo9GQSqUSVEh65ZVXhoKGPo1B77//PuOLoDKxpwPBtu9L8HB/GYuPZcuWjThtwT4kJ0BHmp5+bgJhdN999132PTlERkaOSFv709yXTjTS/IEf4MAOnufw94CWy25KpZLRnJ2dPeL09HVjA/n3gJb+0BwZGRm0iHcwbNiwYbCfT0REa9euvey51157LeOLYFu/TLhSqXRYEwv0tSBsX3Dp0iUsWbIEy5cvH7R7Dib8K8j80LB69Wp88cUXQY/5e/2ZzWZWlSGE/9uQSqU4evQoZs+ePdKk9Iq1a9ey34mJifjLX/4ygtT83weXlq8vGMzYz++UDQAQlJ7rCe3t7Ze/YV+33grNcsV8B7rYm5qaSuvXrxfci8NA0ulxNOfl5dG8efNGXOvqhU4qLCwkkUhERL440JGmqR8bm835H3v99dd75JWRbGv4zUC/B23YZ5pHmpaB8gYRUUtLCz355JM0atSokabrsu08btw4mj9/PgGgpUuX0tNPP01Lly6lqVOnUnJy8oCfMWfOHDp06BAtW7aMUlNT6Y9//CM9/PDDXJWggdL9g5yB8mVJRUUF3XbbbQSArrrqKlq+fDk5HA5qaWmhF154YVC/cX/HoOnTpzO+CLZdsQCtq6ujd955h9asWUNFRUX09ddf0/vvv9+ngPNZs2bRCy+8QFu3bqV3332XPvroI9q1axdptdoBDbqPPvpoAGPl5eWNOMNc7qN++OGHTIDOmDFj2J57JQLtuxJvP5iB/fDhw4JBMjw8fMRputw2d+5cAc3Jycn08MMPD0uO6bvuuutKFYxe8yQ3NTXRzp07BWXWhmK7/fbb6ZlnniEAdOutt9KaNWuouLiYXnvtNVqwYAEBvnGD387Tpk2jAwcO0IoVKwQ0V1dXU1lZGZ0+fZpeffXVfuVknTdvHhH5Srrt3LmTVq5cSYWFhVRUVETnzp2j5cuX01133UVJSUn9ej82kH8P+LU/NPvzxfHjx4f0mfzSkP257ic/+Qnji2DbgAWo1WqlsrIyev/99+nPf/4zrVq1io4ePRpQN0+j0dCOHTvYorDT6QyoT8cx5549e+iDDz4gjUZDnZ2drLYgEdG///1vWrt2LRUWFgbtkBxef/11AWONGzduxBmmp23JkiVE5MsOI5VKGWNptVp6+umn6cknn6T169eTVqu9oufMmDGj1zbrL1N9176MsUa6HftK70jSzM1o+rNx2WU4mseMGUObN2+mtWvX0vPPP0+Dxduffvqp4P8///lP1l5ff/31QO/L6q76hwv1FXq9nioqKugPf/gDbdu2jSnWDoeDHnzwQVqyZAn97Gc/o8WLF9O7775LZ86cISKirq4uKi8vDygU4Y/a2lqSyWT0ySefCNp55syZ5PF4AixhwbB3717m9OL1eqmiooJOnjzJjptMJjp48CD7397eThUVFVRcXEzV1dWCer694fPPP6eOjg72f926dSSTyYj+jwjQ5cuXD/UzOYegfm3f1bAeHAFaUFDA0uJ5PJ6A9Hcc+FULiHxVRTi43W4qKiqi9evXU2tra48Mc/z4cXrmmWcExV+7u7vp3LlzdPr0aSaEL126REeOHKGKigoi8plDuY9E9P12YuDQ2NhI8fHxQRmLg81mozNnztCuXbvo5MmTQdMTEvk66OrVq+mjjz6irVu3ksvlora2Nja49ASXy0UA6De/+Q199dVXASm1OPDpRkiA9vfZA7qWo7mgoEBQsWLXrl00GBYLvglx6dKlAd97gBsTRtXV1fTFF19QYWEh66d79uyhrVu30sGDB0mn0/XKmxzcbjd1dHTQmTNnBHHd/mhoaKBt27b16m3P4dVXX2VVV9DDrLm7u5v2799PtbW1AbQajUZWlN3tdlNlZSV7Rw4XLlyg5uZmgWdpT+jq6qKWlhaWwo7Drl27qLKykk1QNm7cSNHR0US8icIIpZkcCE8PW/977LHHaOPGjbRixQp64IEHKCUlhQBfAfXY2NjLXv+dY+TgpPLjqoEAEBQi9odIJIJWq2Xn8NO7SSQSjB49GkQEjUbDMvD4Iz09HfPnz4dOp0N6ejqkUikSExORmJiIiooKOJ1OFsvncrlYnCd3Lgcigkwm+1476WRlZV3WYaq9vZ1VwOnq6oJerxckYwZ8jkgGgwFTp05Feno60tLSIJVKkZaWhtTUVHae2WxGcXExTCYTvF4v7rzzTkilUuzbtw8TJ05EfHx8j0n077nnnit/4QHi+eefx+TJk3H8+PF+FS7+8Y9/HLAvJSWFVVYZSpw8eXLQ7iWRSASpzvLz83H33Xfj2muvRUlJCY4dO9av+z3zzDNQKpUs5vi6664LKGz++OOPY/Xq1f2+Lz9l4NixYxEbGwuv18uS4C9cuBAmkwkOhwNhYWE93stoNMJkMiEjIwMSiQQpKSnsHny0t7fD4XCwilH8uOTecNddd/UYs8whPj6eFXo2m83QarVIT09HWFhYQJrQhISEAKe55ORkyGQyQZ+yWq3o6uqCTCZDbGwsG0eJCBkZGQE0XHPNNazKSnR0NCZOnCio46lQKPDyyy9j9+7doThhHtauXYu1a9fijjvuwMcff4zDhw+z331BsBh9PvolQPkV7O12O/v/nUYhCP7nAtIjIiICGCI5ORlOpxMGg4GV4PFHWloaZs2aBa1WC4vFwsrcAIBcLofH44HH40F0dLRAQCYnJwvOBYB58+YJSix9H8FVKPF6vTAYDCAiREREQKfTobm5GTKZDJGRkUhJSYFerw9a9La+vh4ajQZZWVkBHm78b2M2m6HRaKBWqwWd3X/w5NDQ0IDk5GSIRKKgwmg4wPEYAFx77bX9EqD+KRsBX/B2fX09/t//+3+scPpg480338RVV101aPcTi8WCPpiZmYmpU6fi6quvhsvlQm1tLaxWK8LDwzFmzBiWT7mrqwvffPMNqqqq0Nraioceeghz586F1WpFfX09Ojs7WSIRwJdMxOFwIDMzEy+99BKWLl2KkpISOJ1OtLS04PPPP8e7776LG2+8EVKplAmRZcuWITMzE1lZWQE5d/2FmUKhgEKhEOzzeDws7SYAVFRUoLGxEWKxOKhQaW5uhlQqRUxMDIxGI/PuHjt2LMRiMebNm4eamho4HA7k5uaycaOlpYWV8crPz+9Tu0dFRSEiIgJ2ux0ajQbx8fFBBT839rjdbqbIx8TEwOv1Cr6dx+NBd3c3lEqlYBLCV/75iI+Ph0gkglqtBgCMGjVKUNVIJpPhZz/7GW655RY88sgjqK+vx/nz50es2tH3ETExMUHHgt5w2UiQnqamwTa+aYNfJJlDdXU1M63abDbBMY/HIzDter1eVtC1qKiIrFYrORyOgOuMRiM1NDQIKmJ0dnYK0vHp9XqByXHcuHHMtDFz5kw6dOgQPfzww0NqKuDWXvu6cQ4iHCZMmED+bcy16caNGwPahYjom2++ofb2djIYDFRXV0cNDQ0BJqaGhgb6+uuvadOmTQHXc2hvb2cmYbfbTWq1mk6ePEnt7e0BbctfF8IwmEP5KC0tpSeffJImTpzY7/v4O+T05lF+4sQJGmgsoL/57oUXXqA777yz1xjZy71/bzSvXbuWKioqAgqDc9Dr9aTT6YKu59XU1FBnZ2dQc+GBAwcEywR8fwQ+L547d479/vzzz+ngwYNcxQxGs9Vqpe7ubjp79iyVl5dTRUVFUH4mIuro6KD9+/fT22+/LXD88Hq9VFdXRwcOHKBLly71eL0/qqqq6NSpU9TV1UWdnZ1UXV3NUk4S+fide/9g7VxRUUFnzpyhixcvCu5rNpupq6uLampqyGAwBLQhkW/9kysebzabqampKaj/B5FvTPN3niwuLg7wKeFM13a7nSZPnkzUi4OnzWajzZs3U0lJCRH5/FHOnTtHBw4coNbWVtLr9XTx4kW64447KDU1lZ577jlasWIFrVmzhnbt2iW4V1lZGa1du5YaGhrIaDSS2+2m1atX07PPPiuo6vLNN9/Q9u3b6cMPP6THHnuMioqKqLW1lSZNmkSvvPIK5efnExEhPz+fOXEN5XbvvffSnj172LdeunQpAT6HshUrVvR67bXXXks7d+5kfBFs63cyeSKC2+2Gy+WC2WxGZGQkAF8KpqioKDbT4WuSANDR0YGmpiaMHz+eFa+OiIhAdHQ0DAYDm4X6xwdGRUXBYrHgzJkziI+PR0xMDJKTkwH4ZsEKhQJms1nwPP8UbRMmTMCDDz6IyspKlJSU9PeV+4Rf/epXaGxsxHvvvden8/1jkPxp5jB27FhIpdKg2u7o0aPZdfHx8YiIiBCkwNLpdKyAuMfjgc1mg1arhVqtFhQFMJlMTHOWSCRISEhAdXU1S66em5vLzg1mLUhKSkJ3d3ef3vtKoFarsXTpUrz33nv9TnWoUqkCKkH0hDlz5mDr1q343e9+h5KSkj5fFxsbK+BDu92Oxx9/HGKxGAqFAnl5efjrX//aZ5o3bdp02XMWL16M2NhY9l30ej2kUinrl9y+8PDwgPSFaWlpbPbjdrsB+L5/QUEBoqKiBEsE/NkOx4t2u10wYxozZgxiY2NZ4W4OEokECoUCSUlJkEgkCAsLC8rPNpsNEokEubm5MBqNrAIO4LOgiEQiZGZmsopEJpMJLpcLEolEUIiZP9PLyMiAwWBAREQEpFIpwsPDBTGp/uMUByKCx+Nh/cl/CSgiIoL1t4iICMEz6TtricPhYPePiIhghQpSUlIE7+/xeBATEyOgxWazISIiAk6nU7CPo4crLNAbwsLC8OMf/5jxRnx8POLj4zF58mRGX1JSEl566SV4vV5BuxQVFQnulZ2djY6ODowePRqAr57unDlzcNNNNyE3NxcPPfQQzGYzpkyZgqamJiQmJmLSpEmsotWf//xn5OTkYPv27QB8FogXXngBc+bMwT/+8Q8APotKS0tLr+/UV9x44414+eWXBRWgJBIJPv74Y3i9Xjz33HNoa2vr8fr8/Hzcdtttl0052u9cuB6PBy6XC263G1qtFh0dHWhra4PJZEJUVBTEYrHA3MZBo9GgoqICDQ0Ngv1RUVEBzMQvKg34Gru5uRmNjY3weDxsv8ViwcWLF2E2mwUMzBcigG9d9LrrrsPJkydRXl6Ou+66q7+vHYDrr78eixcvRn5+PuRyOeLj4/HWW2/h2muv7dP1d9xxh+C/P8188AcSm82G8+fPo6qqCllZWVAoFBCLxYiNjRXco62tDbW1tQB8g49UKoXZbEZVVVXAWpnNZhO0HwCmYfUk2PnIzMzE5s2bceONN1723P6Az0dTp06Fw+HArFmzBnQvk8nUr+o106ZNw/vvvw+Px9NnC41Op8OHH36IhQsX4r777sOKFSswatQoZGRkIDExEcuXLwcR4cMPP4RWq73s/fqy3pyWliZQapqamgQVK8RiMYxGI4xGI6xWK9vv9XoFpsMzZ86gsrISra2tyMvLY0oqB7lcLvgeer0earUaUqmU7c/MzERqamqA2YsTmgkJCUhOThas3XHo6OjAoUOHEBYWhtzcXIwaNSqgT8hkMsHShFqtRkVFBfbt2weTyQS73Q6tViu4JiIiAklJSVAqlZDL5YiMjMT06dN7bE9++7jdbigUCkgkErjd7oBxCQhUmgCfcNHr9XA6nQIFQyaTQa1WB5RLMxqNUCgUrC2tVitsNhsiIyPhdrvZd7NarZBKpXC5XBCJRAF9NhhSU1MDlrQAoLa2FocOHcL+/fsRExMTkOiisrIS9fX17L+/0qNWqxEVFcWU60WLFuGuu+5CW1sbampqmBDlcPXVV7PJAODjiRtvvBF///vfGb83Nzez3/zx8cCBAwIfjt6wYMECtLa2Yv/+/QHlEzmsX78ekyZN6jGRQ2xsLB577DHMnz+fKQw9QRRM2PV4skjUDaCxzxeMHLKJKAn44dH8A6IXCNE8XAjRPDz4odEcGueGB6yd/dEvARpCCCGEEEIIIfjw/4tyZiGEEEIIIYQw2AgJ0BBCCCGEEEIYAEICNIQQQgghhBAGgJAADSGEEEIIIYQBICRAQwghhBBCCGEACAnQEEIIIYQQQhgAQgI0hBBCCCGEEAaAkAANIYQQQgghhAEgJEBDCCGEEEIIYQD4/wAhnGsA7fu+YgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 576x576 with 10 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "%time highres_pca = PCA(.99).fit(x_train)\n",
+    "highres_data = highres_pca.transform(x_train)\n",
+    "highres_gm = GaussianMixture(150, random_state=42)\n",
+    "%time highres_gm.fit(highres_data[y_train == 1])\n",
+    "draw_gm_sample(highres_gm, highres_pca, n=10)\n",
+    "for i in range(10):\n",
+    "    highres_gm.fit(highres_data[y_train == i])\n",
+    "    draw_gm_sample(highres_gm, highres_pca, n=10)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/images/grid_search_workflow.png b/images/grid_search_workflow.png
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diff --git a/images/sphx_glr_plot_cv_indices_006.png b/images/sphx_glr_plot_cv_indices_006.png
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diff --git a/images/sphx_glr_plot_cv_indices_009.png b/images/sphx_glr_plot_cv_indices_009.png
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diff --git a/images/sphx_glr_plot_cv_indices_013.png b/images/sphx_glr_plot_cv_indices_013.png
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diff --git a/model-selection.ipynb b/model-selection.ipynb
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+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "e0cbb536-76f4-46cb-acba-7d70a8366dab",
+   "metadata": {},
+   "source": [
+    "# Modell-Auswahl\n",
+    "\n",
+    "Bei Verfahren, die einen oder mehrere Parameter zur Auswahl lassen, gibt es nicht immer eine natürliche Wahl der Parameter - meist muss man einfach ausprobieren, was für den konkret betrachteten Datensatz am besten funktioniert.\n",
+    "\n",
+    "Bei vielen konkreten Datensätzen sind merere Modelle denkbar und es gibt nicht immer eine natürliche Wahl des voraussichtlich besten Modells - meist lohnt sich auch hier ein vergleich verschiedener Ansätze.\n",
+    "\n",
+    "Um zu bewerten, welches Modell 'besser' ist als andere, gibt es verschiedene Möglichkeiten. Wir haben bereits gesehen, dass Overfitting ein Problem sein kann, sodass der bloße Vergleich der Anzahl korrekt klassifizierter Samples nicht zwangsläufig das am besten verallgemeinerte Modell aussucht.\n",
+    "\n",
+    "## Training, Test und neue Daten\n",
+    "\n",
+    "Die 'klassische Situation' beim maschinellen Lernen ist, dass man zur Zeit der Entwicklung eines ML-Systems Zugang zu Daten hat (den Trainingsdaten), die potentiell bereits gelabelt sind (also bei denen die gewünschte Ausgabe des ML-Systems bereits Teil der Daten ist).\n",
+    "Danach (nach der Trainings-Zeit) soll das System auf neu eintreffenden Daten funktionieren - diese sind nicht gelabelt.\n",
+    "\n",
+    "Da man bei ungelabelten Daten nicht beurteilen kann, wie gut das ML-System gearbeitet hat, verwendet man zur Beurteilung einen Teil der gelabelten Trainingsdaten - und nennt dies die Testdaten. Von späteren 'echten' Daten unterscheiden sich die Testdaten dadurch, dass sie gelabelt sind.\n",
+    "\n",
+    "Wir haben dazu bereits `train_test_split` kennen gelernt.\n",
+    "\n",
+    "![Hyperparameter Tuning](images/grid_search_workflow.png \"Splitten der Daten zur Bewertung von Modellen\")\n",
+    "\n",
+    "(Grafik aus der Scikit-Learn-Dokumentation)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "253b3d61-9862-4848-b45d-91fa540fed49",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import numpy as np\n",
+    "from matplotlib import pyplot as plt\n",
+    "from sklearn.datasets import load_iris\n",
+    "x, y = load_iris(return_X_y=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "be7ecae0-6184-4678-a48c-07af88b17260",
+   "metadata": {},
+   "source": [
+    "### Training, Validation und Test\n",
+    "\n",
+    "Wenn man bei der Entwicklung eines ML-Systems 200 verschiedene Varianten vergleicht, indem man ihre Performance auf dem Test-Datensatz nach dem fitten auf dem Trainings-Datensatz analysiert, so führt das unweigerlich zu einem impliziten Fit auf den Test-Datensatz und damit zu einem ML-System, welches schlecht generalisiert. Man spricht davon, dass der Test-Datensatz **leakt** (Information Leakage, ein Informationsleck).\n",
+    "\n",
+    "Damit man einerseits Varianten vergleichen kann, andererseits aber auch einen Test-Datensatz behalten möchte, um beurteilen zu können, wie gut das System arbeitet, teilt man den Test- bzw. den Trainingsdatensatz weiter auf.\n",
+    "\n",
+    "Ein typisches Setting ist, in Wettbewerben die Target-Variable im Test-Datensatz zurück zu halten. Um trotzdem vor Abschluss des Wettbewerbs verschiedene Modelle vergleichen zu können, kann man einen Teil des Trainings-Datensatzes als Validation-Datensatz abtrennen und nicht für das Training verwenden."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "de2c7c70-e4db-47f5-8efa-0b2fc812e5ef",
+   "metadata": {},
+   "source": [
+    "### k-fold Cross Validation\n",
+    "\n",
+    "Bei der Auswahl eines Test- bzw. eines Validation-Datensatzes gibt es zwei grundlegende Probleme: \n",
+    "\n",
+    "* man könnte Pech haben und sehr wenig repräsentative Teil-Datensätze erwischen\n",
+    "* weniger Daten zum Training werden zu schlechteren Ergebnissen führen.\n",
+    "\n",
+    "Bei der **k-fachen Kreuzvalidierung** versucht man diese beiden Probleme zu lösen, indem man mehrfach, nämlich k mal, das ML-System laufen lässt, jeweils mit einer anderen Aufteilung in Trainings- und Testdaten. Dazu teilt man den Trainings-Datensatz in k gleiche Teile ein (genannt *folds*), und verwendet bei jedem der k Durchläufe den k-ten Teil als Test (und lässt diesem beim Training weg).\n",
+    "\n",
+    "Damit optimiert man auf Modelle, die gut auf unbekannte Daten verallgemeinern."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "06f1bf30-e2d4-449e-9fea-95555f84f656",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "[  2   3   5   7   9  10  16  17  18  19  20  24  28  30  34  44  45  46\n",
+      "  47  51  52  54  59  63  64  67  69  73  75  81  87  93  95  99 100 102\n",
+      " 106 113 115 120 122 125 126 131 133 135 137 139 140 146]\n",
+      "mean of class label: 0.94\n",
+      "[  1   4   8  11  23  26  27  29  33  37  42  50  53  55  61  62  68  70\n",
+      "  71  72  76  77  80  82  84  85  88  89  92  97 101 104 105 107 109 110\n",
+      " 111 112 114 117 119 121 127 128 130 132 134 136 142 148]\n",
+      "mean of class label: 1.18\n",
+      "[  0   6  12  13  14  15  21  22  25  31  32  35  36  38  39  40  41  43\n",
+      "  48  49  56  57  58  60  65  66  74  78  79  83  86  90  91  94  96  98\n",
+      " 103 108 116 118 123 124 129 138 141 143 144 145 147 149]\n",
+      "mean of class label: 0.88\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.model_selection import KFold\n",
+    "\n",
+    "from sklearn.datasets import load_iris\n",
+    "x, y = load_iris(return_X_y=True)\n",
+    "\n",
+    "cv = KFold(n_splits=3, shuffle=True, random_state=23)\n",
+    "\n",
+    "for train_i, test_i in cv.split(x):\n",
+    "    print(test_i)\n",
+    "    test_x = x[test_i]\n",
+    "    test_y = y[test_i]\n",
+    "    print(\"mean of class label:\", np.mean(y[test_i]))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6f2b66bb-a379-43f2-8b78-89a8dca1aa5e",
+   "metadata": {},
+   "source": [
+    "### Stratified k-fold Cross Validation\n",
+    "\n",
+    "Wenn man im supervised learning Setting arbeitet, also gelabelte Trainingsdaten hat, dann kann es sinnvoll sein, bei der k-fachen Kreuzvalidierung in den einzelnen 'folds' jeweils repräsentative Anteile aller Klassen zu haben. Das nennt man **stratifizierte k-fache Kreuzvalidierung**."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "10b23eb3-b098-4027-b775-112d87bf988f",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The following 3 numbers should be quite similar:\n",
+      "mean of class label: 0.98\n",
+      "mean of class label: 1.0\n",
+      "mean of class label: 1.02\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.model_selection import StratifiedKFold\n",
+    "\n",
+    "cv = StratifiedKFold(n_splits=3, shuffle=True, random_state=42)\n",
+    "\n",
+    "print(\"The following %d numbers should be quite similar:\"\n",
+    "      % cv.get_n_splits())\n",
+    "for train_i, test_i in cv.split(x, y):\n",
+    "    print(\"mean of class label:\", np.mean(y[test_i]))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4a930a24-3429-425b-8a70-f1c53da74470",
+   "metadata": {},
+   "source": [
+    "### Zeitreihen-sensible Kreuzvalidierung\n",
+    "\n",
+    "Die zuvor diskutierten Kreuzvalidierungsverfahren gehen davon aus, dass die Daten unabhängig und identisch verteilt sind, dass also insbesondere jedes einzelne Sample gleich viel 'wert' ist. Wenn die Daten aber über einen Zeitraum hinweg erhoben werden, ist diese Annahme meist nicht korrekt. In vielen Fällen kann es sinnvoll sein, davon auszugehen, dass vergangene Daten einen Einfluss auf Daten in der Zukunft haben.\n",
+    "\n",
+    "Der naive Ansatz wäre nun, die erste Hälfte (zeitlich gesehen) der Daten zum Training zu verwenden, die zweite (spätere) Hälfte dann als Test.\n",
+    "\n",
+    "```{admonition} Beispiel\n",
+    "Ein Modell zur Vorhersage der mittleren Temperatur der Erdoberfläche aus den Konzentrationen von Treibhausgasen in der Atmosphäre wird an einem Zeitraum 1800 bis 2000 gefittet, und dann zur 'Vorhersage' für die Jahre 2000--2022 genutzt, damit wir das Modell mit anderen vergleichen können. \n",
+    "```\n",
+    "\n",
+    "Mit Scikit-learn kann man `TimeSeriesSplit` verwenden, dessen Syntax und Semantik wie `KFold` bzw. `StratifiedKFold` ist, lediglich die Anzahl an Samples in den einzelnen Schritten ist anders. Zusätzlich gibt es noch den ganzzahligen Parameter `gap`,\n",
+    "der bestimmt, wie viel Samples aus jedem Trainingsdatensatz am Ende ausgelassen werden sollen. Damit wird verhindert, dass bei stetigen Daten die Datenpunkte am Ende zu viel 'wissen' über die darauf folgenden Datenpunkte im Testdatensatz."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9fb1987b-d388-485a-a45b-70f38a129523",
+   "metadata": {},
+   "source": [
+    "### Visualisierung der Kreuzvalidierungsstrategien\n",
+    "\n",
+    "Auszug [aus der Scikit-learn-Dokumentation](https://scikit-learn.org/stable/auto_examples/model_selection/plot_cv_indices.html#visualizing-cross-validation-behavior-in-scikit-learn):\n",
+    "\n",
+    "![KFold](images/sphx_glr_plot_cv_indices_006.png)\n",
+    "\n",
+    "![StratifiedKFold](images/sphx_glr_plot_cv_indices_009.png)\n",
+    "\n",
+    "![TimeSeriesSplit](images/sphx_glr_plot_cv_indices_013.png)\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "65dbdf84-56f3-4229-a9c6-0879cabad54e",
+   "metadata": {},
+   "source": [
+    "## Bewertung der Modellperformance\n",
+    "\n",
+    "Wir haben bereits drei wesentliche Ansätze zur Bewertung der Güte von Modellen gesehen:\n",
+    "\n",
+    "* Bei gleicher Zuordnung der Label, also wenn zu Klassen $1,2,..$ mit ursprünglichem Label $A,B,..$ das Modell ebenfalls den Klassen die Label $A,B,..$ gibt, und nicht etwa eine Permutation davon, dann haben wir verglichen, wie oft das Modell richtig/falsch liegt. Das geht mit `sklearn.metrics.accuracy_score`.\n",
+    "* Bei einer Permutation der Label (so wie wir es bei k-Means gesehen haben) können wir berechnen, welche Permutation am meisten 'richtige' Treffer für das Modell bedeutet, und damit arbeiten (wir stellen uns vor, die Permutation der Label damit rückgängig zu machen).\n",
+    "* Bei einer Permutation der Label können wir eine permutationsinvariante Bewertung verwenden, etwa die `normalized_mutual_info_score` $NMI$. Zur Erinnerung:\n",
+    "\n",
+    "$$\n",
+    "NMI(U, V) = \\dfrac{ H(U,V) }{ \\texttt{mean}( H(U), H(V)) }\n",
+    "$$\n",
+    "\n",
+    "### Bewertung von Clustering\n",
+    "\n",
+    "Im supervised learning können wir bewerten, ob die Cluster jeweils nur Samples einer Klasse enthalten bzw. wie stark das Clustering davon abweicht (Homogenität) und wir können bewerten, ob alle Samples einer Klasse auch nur zu einem Cluster zugeordnet sind:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "902dd902-2831-45d8-9399-704afcab84f5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Homogeneity: 0.9255604738929599\n",
+      "Completeness: 0.5106133716599914\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.cluster import KMeans\n",
+    "\n",
+    "y_pred = KMeans().fit(x).predict(x)\n",
+    "\n",
+    "from sklearn.metrics import homogeneity_score,\\\n",
+    "                            completeness_score\n",
+    "\n",
+    "print(\"Homogeneity:\", homogeneity_score(y, y_pred))\n",
+    "print(\"Completeness:\", completeness_score(y, y_pred))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "08b9f2b7-a295-415c-8563-44f3076a3385",
+   "metadata": {},
+   "source": [
+    "Warum ist die Completeness im Beispiel so schlecht? Das liegt daran, dass wir KMeans nicht mit einer Anzahl an Clustern initialisiert haben, und damit eine höhere Zahl als 3 zustande kommt:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "672230f6-c170-4798-8996-ab2a1a8f2687",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Anzahl Cluster: 8\n",
+      "Anzahl Klassen: 3\n"
+     ]
+    }
+   ],
+   "source": [
+    "print(\"Anzahl Cluster:\", np.max(y_pred)+1)\n",
+    "print(\"Anzahl Klassen:\", np.max(y)+1)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9dbfb281-71a6-4ade-b78b-b32c34df557f",
+   "metadata": {},
+   "source": [
+    "Wir wiederholen das nun mit $3$ Clustern und beobachten, wie sich die Vollständigkeit erhöht, aber die Homogenität sinkt:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "id": "17998cb2-699a-4253-a112-59de474aab3c",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Homogeneity: 0.7514854021988339\n",
+      "Completeness: 0.7649861514489816\n"
+     ]
+    }
+   ],
+   "source": [
+    "y_pred = KMeans(3).fit(x).predict(x)\n",
+    "assert np.max(y) == np.max(y_pred)\n",
+    "\n",
+    "print(\"Homogeneity:\", homogeneity_score(y, y_pred))\n",
+    "print(\"Completeness:\", completeness_score(y, y_pred))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "0aff5102-2ed8-4283-baef-5b2706aa53b6",
+   "metadata": {},
+   "source": [
+    "Das harmonische (potentiell gewichtete) Mittel aus Homogenität und Vollständigkeit heißt auch **V-Maß**, `v_measure_score`, und man kann zeigen, dass dieses Maß äquivalent zur normalisierten gemeinsamen Information $NMI$ ist.\n",
+    "\n",
+    "Eine andere Zusammenfassung der Klassifikationsgüte beim Clustering:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "65199c86-3576-4abf-a760-a141641aeeec",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.00      0.00      0.00        50\n",
+      "           1       0.00      0.00      0.00        50\n",
+      "           2       0.95      0.72      0.82        50\n",
+      "\n",
+      "    accuracy                           0.24       150\n",
+      "   macro avg       0.32      0.24      0.27       150\n",
+      "weighted avg       0.32      0.24      0.27       150\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.metrics import classification_report\n",
+    "print(classification_report(y, y_pred))"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "7d38b8f6-8312-4eed-a48e-0e82341245da",
+   "metadata": {},
+   "source": [
+    "### Bewertung einer Regression\n",
+    "\n",
+    "Zur Bewertung einer Regression verwendet man den $R^2$-Wert `r2_score`.\n",
+    "\n",
+    "Im Gegensatz zur Intutition hinter dem Namen kann der $R^2$-Wert durchaus negativ werden, die Formel ist\n",
+    "\n",
+    "$$\n",
+    "R^2 = 1 - \\dfrac{\\sum_i {\\left(y_i - f(x_i, \\beta)\\right)}^2}{\\sum_i {\\left(y_i - \\texttt{mean}(y)\\right)}^2}\n",
+    "$$\n",
+    "\n",
+    "Wenn das Modell perfekt die Daten vorhersagt, so ist der Zähler, die Summe der Residuenquadrate, $0$ und damit $R^2 = 1$.\n",
+    "\n",
+    "Das konstante Modell, welches stets $f(x_i, \\beta) = \\texttt{mean}(y)$ ist (also der beste Fit unter allen konstanten Modellen) hat $R^2 = 0$. Modelle, die schlechter performen (z.B. andere konstante Modelle) haben negative $R^2$-Werte."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ee757422",
+   "metadata": {},
+   "source": [
+    "## Hyperparametersuche\n",
+    "\n",
+    "Wenn man sich überlegt hat, welche Schätzer / Verfahren man gerne verwenden möchte, welche Kreuzvalidierung man verwenden möchte und welche Bewertungsfunktion geeignet ist, benötigt man noch eine Suchstrategie.\n",
+    "\n",
+    "Eine Möglichkeit wäre, zufällig zwei verschiedene Hyperparameter zu verwenden und für diese zu vergleichen, welcher besser performt (im Sinne der gewählten Bewertungsfunktion). Danach könnte man in der Nähe des besseren Parameters zufällig zwei neue wählen und das Verfahren wiederholen, usw.\n",
+    "\n",
+    "```{admonition} Beispiel\n",
+    "Hyperparameter sind etwa die Anzahl Cluster bei k-Means (das k),\n",
+    "oder auch die Anzahl an zu behaltenden Hauptkomponenten bei PCA,\n",
+    "oder die Regularisierungskonstante $\\alpha$ bei einer linearen Regression,\n",
+    "oder der Regularisierungsparameter $C$ bei einer SVM,\n",
+    "oder die Parameter eines verwendeten Kernels,\n",
+    "wie z.B. der Grad bei einem polynomialen Kernel.\n",
+    "```"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bb038338-30bf-4ec5-b7ca-f2848bfe2353",
+   "metadata": {},
+   "source": [
+    "### Gittersuche\n",
+    "\n",
+    "Wenn wir mehrere Parameter zugleich optimieren wollen, wäre eine Möglichkeit, den einen Parameter festzuhalten, den anderen zu optimieren, und danach den zunächst festgehaltenen zu optimieren. Es ist aber klar, dass man im 'loss landscape' damit kein Optimum erreicht. Besser ist es, alle möglichen Kombinationen der beiden Parameter abzusuchen."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "id": "ad9d2d0a-11b2-485c-bcfd-defa9477cc55",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "best parameters: {'alpha': 0.03125, 'gamma': 0.10526315789473684}\n",
+      "r2 = 0.3635330526063229\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.model_selection import GridSearchCV\n",
+    "\n",
+    "from sklearn.kernel_ridge import KernelRidge\n",
+    "clf = KernelRidge(kernel='rbf')\n",
+    "\n",
+    "param_grid = {\n",
+    "    \"gamma\": np.linspace(0, 1, num=20),\n",
+    "    \"alpha\": np.power(2, np.arange(-6, 5, dtype=float)),\n",
+    "}\n",
+    "\n",
+    "grid_search = GridSearchCV(clf, param_grid=param_grid, scoring='r2')\n",
+    "grid_search.fit(x, y)\n",
+    "\n",
+    "print(\"best parameters:\", grid_search.best_params_)\n",
+    "print(\"r2 =\", grid_search.best_score_)\n",
+    "\n",
+    "est = grid_search.best_estimator_\n",
+    "\n",
+    "fig, ax = plt.subplots()\n",
+    "ax.scatter(x[:,0], x[:,1], c=est.predict(x))\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "a78bd2b3-70ad-422d-b1db-e287c3734a0c",
+   "metadata": {},
+   "source": [
+    "### Randomisierte Suche\n",
+    "\n",
+    "Man kann auch Paare von Parametern untersuchen, die zufällig aus einer gegebenen Verteilung gesampelt werden."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "id": "f0a6b8fe-5532-468c-8fde-3256fd615eb5",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "best parameters: {'alpha': 0.045126326783279366, 'gamma': 0.09155596484422546}\n",
+      "r2 = 0.3624497597525492\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from sklearn.model_selection import RandomizedSearchCV\n",
+    "from sklearn.utils.fixes import loguniform\n",
+    "from scipy.stats import uniform\n",
+    "\n",
+    "param_dist = {\n",
+    "    \"gamma\": uniform(0, 1),\n",
+    "    \"alpha\": loguniform(1e-3, 1e0)\n",
+    "}\n",
+    "\n",
+    "random_search = RandomizedSearchCV(\n",
+    "    clf,\n",
+    "    param_distributions=param_dist,\n",
+    "    n_iter=40\n",
+    ")\n",
+    "\n",
+    "random_search.fit(x, y)\n",
+    "\n",
+    "print(\"best parameters:\", random_search.best_params_)\n",
+    "print(\"r2 =\", random_search.best_score_)\n",
+    "\n",
+    "est = random_search.best_estimator_\n",
+    "\n",
+    "fig, ax = plt.subplots()\n",
+    "ax.scatter(x[:,0], x[:,1], c=est.predict(x))\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "51e9b922-6965-4825-960f-70236c822971",
+   "metadata": {},
+   "source": [
+    "## Anwendungsbeispiel: Fashion MNIST\n",
+    "\n",
+    "Je drei Zeilen bilden eine Klasse (T-Shirts, Hosen, etc.). Die Daten kommen von [Zalando Research](https://github.com/zalandoresearch/fashion-mnist). Der klassische 'handwritten digits' MNIST Datensatz hat das Problem, dass es etwas zu einfach ist, diesen korrekt zu klassifizieren. Fashion-MNIST ist als drop-in Ersatz gedacht, anstelle von MNIST als Benchmark für ML-Algorithmen zu dienen.\n",
+    "\n",
+    "![Fashion MNIST](https://github.com/zalandoresearch/fashion-mnist/raw/master/doc/img/fashion-mnist-sprite.png)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "id": "686c5836-2829-454d-8f4b-903de32a6a91",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from itertools import product\n",
+    "from urllib.request import urlretrieve\n",
+    "import gzip\n",
+    "import numpy as np\n",
+    "\n",
+    "filepattern = \"%s-%s-ubyte.gz\"\n",
+    "baseurl = \"http://fashion-mnist.s3-website.eu-central-1.amazonaws.com/\"\n",
+    "\n",
+    "def load_mnist_labels(filename):\n",
+    "    with gzip.open(filename, 'rb') as file:\n",
+    "        return np.frombuffer(file.read(),\n",
+    "                             dtype=np.uint8,\n",
+    "                             offset=8)\n",
+    "    \n",
+    "def load_mnist_images(filename):\n",
+    "    with gzip.open(filename, 'rb') as file:\n",
+    "        return np.frombuffer(file.read(),\n",
+    "                             dtype=np.uint8,\n",
+    "                             offset=16).reshape(-1, 784)\n",
+    "\n",
+    "def load_mnist(kind='train'):\n",
+    "    labelfilename = filepattern % (kind, \"labels-idx1\")\n",
+    "    imagefilename = filepattern % (kind, \"images-idx3\")\n",
+    "    urlretrieve(baseurl + labelfilename, \"./\" + labelfilename)\n",
+    "    urlretrieve(baseurl + imagefilename, \"./\" + imagefilename)\n",
+    "    labels = load_mnist_labels(labelfilename)\n",
+    "    images = load_mnist_images(imagefilename)\n",
+    "    return images, labels"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "id": "22ffec61-f725-4000-98e3-b0e3322db4b6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "x_train, y_train = load_mnist(kind='train')\n",
+    "x_test, y_test = load_mnist(kind='t10k')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ed007d44-015b-4b8f-ba63-83179ebfa06a",
+   "metadata": {},
+   "source": [
+    "Wir müssen die Dimensionalität reduzieren, sonst dauert das Training zu lange:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "db0d1ac9-ca52-4936-82c2-d60cb449bf54",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.decomposition import PCA\n",
+    "pca = PCA(40).fit(x_train)\n",
+    "x_train_pc = pca.transform(x_train)\n",
+    "x_test_pc = pca.transform(x_test)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "bed61413-673b-4874-b39d-5072a7402da5",
+   "metadata": {},
+   "source": [
+    "Wir werfen einen ersten Blick auf das Ergebnis einer Support Vector Classification (SVC; ein Verfahren, was wir bisher nicht besprochen haben, und einfach als Black Box benutzen) ohne Hyperparameter-Finetuning:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "4dd537f5-f0eb-4d71-9ba8-04f9c80be675",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.svm import SVC\n",
+    "\n",
+    "# trim down some more dimensions to speed this up:\n",
+    "pca2 = PCA(6).fit(x_train_pc)\n",
+    "x_train_pc2 = pca2.transform(x_train_pc)\n",
+    "x_test_pc2 = pca2.transform(x_test_pc)\n",
+    "svc = SVC().fit(x_train_pc2, y_train)\n",
+    "y_pred = svc.predict(x_test_pc2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "b9c057c0-e70e-42fc-977b-c1847c15b94e",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "              precision    recall  f1-score   support\n",
+      "\n",
+      "           0       0.74      0.79      0.76      1000\n",
+      "           1       0.94      0.85      0.90      1000\n",
+      "           2       0.65      0.55      0.60      1000\n",
+      "           3       0.69      0.81      0.75      1000\n",
+      "           4       0.62      0.65      0.63      1000\n",
+      "           5       0.86      0.84      0.85      1000\n",
+      "           6       0.43      0.39      0.41      1000\n",
+      "           7       0.85      0.84      0.84      1000\n",
+      "           8       0.93      0.94      0.93      1000\n",
+      "           9       0.86      0.90      0.88      1000\n",
+      "\n",
+      "    accuracy                           0.76     10000\n",
+      "   macro avg       0.76      0.76      0.76     10000\n",
+      "weighted avg       0.76      0.76      0.76     10000\n",
+      "\n",
+      "NMI = 0.67\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.metrics import normalized_mutual_info_score\n",
+    "print(classification_report(y_test, y_pred))\n",
+    "print(\"NMI = %.2f\" % normalized_mutual_info_score(y_test, y_pred))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "85186c1c-f90a-4ea4-9213-de6142c03fff",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1000x500 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig, axs = plt.subplots(1, 2, figsize=(10, 5))\n",
+    "axs[0].scatter(x_test_pc2[:,0], x_test_pc2[:,1], c=y_test, marker='.')\n",
+    "axs[0].set_title(\"Correct labels\")\n",
+    "axs[1].scatter(x_test_pc2[:,0], x_test_pc2[:,1], c=y_pred, marker='.')\n",
+    "axs[1].set_title(\"SVM result\")\n",
+    "for ax in axs:\n",
+    "    ax.set_xticks([])\n",
+    "    ax.set_yticks([])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "385608fb-477c-42fa-a11e-c33bb4b0a2a9",
+   "metadata": {},
+   "source": [
+    "Was die einzelnen Datenpunkte bedeuten, können wir auch visualisieren:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "id": "eed3cd48-be5b-461c-9cc8-62bdbaf9b4bf",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 1200x1200 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "from matplotlib.offsetbox import OffsetImage, AnnotationBbox\n",
+    "\n",
+    "def imscatter(x, y, image, ax, zoom=1):\n",
+    "    im = OffsetImage(image, zoom=zoom, norm=plt.Normalize(0,255), cmap=\"Greys\")\n",
+    "    x, y = np.atleast_1d(x, y)\n",
+    "    artists = []\n",
+    "    for x0, y0 in zip(x, y):\n",
+    "        ab = AnnotationBbox(im, (x0, y0), xycoords='data', frameon=False)\n",
+    "        artists.append(ax.add_artist(ab))\n",
+    "    ax.update_datalim(np.column_stack([x, y]))\n",
+    "    ax.autoscale()\n",
+    "    return artists\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(12,12))\n",
+    "# plot every 2nd:\n",
+    "for i in range(0, len(x_test_pc2), 2):\n",
+    "    imscatter(x_test_pc2[i,0], x_test_pc2[i,1], x_test[i].reshape(28,28), ax, zoom=np.random.rand())\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ed808259-afcd-49b8-a01f-11b78ad83d6d",
+   "metadata": {},
+   "source": [
+    "Jetzt führen wir die Gittersuche durch, um gute Werte für die Hyperparameter $C, \\gamma$ zu finden:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 17,
+   "id": "2c0b2c16-bc6e-454b-8258-605ff22c84f0",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "from sklearn.model_selection import train_test_split\n",
+    "\n",
+    "def probe_intervals(x_train, y_train, gamma_a, gamma_b, C_a, C_b, trainsize=100, dims=6):\n",
+    "    param_grid = {\n",
+    "        \"gamma\": np.linspace(gamma_a, gamma_b, num=20),\n",
+    "        \"C\": np.linspace(C_a, C_b, num=20),\n",
+    "    }\n",
+    "    small_x, _, small_y, _ = train_test_split(x_train_pc, y_train,\n",
+    "                                              train_size=trainsize,\n",
+    "                                              random_state=23)\n",
+    "    grid_search = GridSearchCV(svc, param_grid=param_grid,\n",
+    "                               scoring='f1_macro')\n",
+    "    grid_search.fit(small_x[:,:dims], small_y)\n",
+    "    return grid_search.best_params_, grid_search.best_score_"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 18,
+   "id": "0661d299-b355-4c7a-9cc9-4678db8f9050",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "({'C': 208.42105263157896, 'gamma': 5.2678947368421055e-08},\n",
+       " 0.7330239234449761)"
+      ]
+     },
+     "execution_count": 18,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "probe_intervals(x_train_pc, y_train,\n",
+    "                1e-10, 1e-07,\n",
+    "                10, 300,\n",
+    "                trainsize=400, dims=6)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "81ac4a29-7e07-4e5a-b568-4f16694809fd",
+   "metadata": {},
+   "source": [
+    "Sieht so aus als könnten gute Werte in der Nähe von 5e-08, 208 liegen."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "id": "643b796f-80f3-4c7e-966d-0877b3aa9cd3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "({'C': 147.36842105263156, 'gamma': 4.31578947368421e-09}, 0.7290049564834192)"
+      ]
+     },
+     "execution_count": 19,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "probe_intervals(x_train_pc, y_train,\n",
+    "                1e-9, 1e-08,\n",
+    "                100, 250,\n",
+    "                trainsize=500, dims=8)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b849a530-44af-4b76-996a-cbf4dbf0600c",
+   "metadata": {},
+   "source": [
+    "Jetzt scheint es, als kämen doch auch weitere Werte in Frage ..."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 20,
+   "id": "5a7cdf62-c754-4374-973f-a4faf0d2e844",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "({'C': 136.8421052631579, 'gamma': 2.1131578947368422e-08}, 0.7611363464719944)"
+      ]
+     },
+     "execution_count": 20,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "probe_intervals(x_train_pc, y_train,\n",
+    "                1e-10, 1e-07,\n",
+    "                50, 200,\n",
+    "                trainsize=600, dims=10)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ac31d610-f478-4153-ad2a-fcfe6bdfcb09",
+   "metadata": {},
+   "source": [
+    "Die optimalen Parameter hängen von der Anzahl betrachteter Dimensionen ab."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "id": "67ef19a8-f8fd-4cc7-981f-6eca9fc93d63",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "({'C': 160.5263157894737, 'gamma': 8.105263157894737e-09}, 0.7560452746239141)"
+      ]
+     },
+     "execution_count": 21,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "probe_intervals(x_train_pc, y_train,\n",
+    "                1e-9, 1e-08,\n",
+    "                50, 200,\n",
+    "                trainsize=600, dims=12)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "60a076ac-fa4a-4504-b4ef-5ac0a34ceb78",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "({'C': 176.31578947368422, 'gamma': 9.052631578947368e-09}, 0.7810231282387337)"
+      ]
+     },
+     "execution_count": 22,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "probe_intervals(x_train_pc, y_train,\n",
+    "                1e-9, 1e-08,\n",
+    "                50, 200,\n",
+    "                trainsize=1000, dims=12)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9275108a-2233-4805-b608-56993139793d",
+   "metadata": {},
+   "source": [
+    "Mit diesen Parametern ($dim=12, C=176, \\gamma= 9*10^{-9}$) trainieren wir jetzt auf allen Samples:"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "cba95cc6-7045-4e74-bc23-289e8cace441",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0.8172201391692682\n"
+     ]
+    }
+   ],
+   "source": [
+    "from sklearn.metrics import f1_score\n",
+    "\n",
+    "svc = SVC(C=176.3, gamma=9.05e-9).fit(x_train_pc[:,:12], y_train)\n",
+    "y_pred = svc.predict(x_test_pc[:,:12])\n",
+    "print(f1_score(y_test, y_pred, average=\"macro\"))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "id": "72c1fad4-0110-4fc5-89bb-44492f0ded46",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 500x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "y_wrong_indices = (y_test != y_pred)\n",
+    "y_wrong = y_test[y_wrong_indices]\n",
+    "x_wrong = x_test_pc2[y_wrong_indices]\n",
+    "\n",
+    "fig, ax = plt.subplots(figsize=(5, 5))\n",
+    "ax.scatter(x_wrong[:,0], x_wrong[:,1], c=y_wrong, marker='.')\n",
+    "ax.set_title(\"Wrong class\")\n",
+    "ax.set_xticks([])\n",
+    "ax.set_yticks([])\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "45543410-063e-4fb6-aa6a-a1041f9cfb4a",
+   "metadata": {},
+   "source": [
+    "Schaffen Sie eine bessere Klassifikation (mit F1-Score $> 82$)?"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.8.10"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}